{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Capital Bikeshare 共享单车数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # 矩阵运算\n",
    "import pandas as pd # 数据处理\n",
    "\n",
    "import matplotlib.pyplot as plt # 可视化\n",
    "import seaborn as sns # 可视化\n",
    "\n",
    "#图形出现在代码下方，不是新建窗口\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用pandas读取.csv格式数据\n",
    "data = pd.read_csv(\"Bike-Sharing-Dataset/day.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据基本信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(365, 16)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2011年的数据作为训练数据，其标志为 yr == 0, 维度(365, 16)\n",
    "# 2012年的数据作为测试数据，其标志为 yr = 1， 维度(366, 16)\n",
    "data_2011 = data[data.yr==0]\n",
    "data_2012 = data[data.yr==1]\n",
    "data_2011.shape\n",
    "#data_2012.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 365 entries, 0 to 364\n",
      "Data columns (total 16 columns):\n",
      "instant       365 non-null int64\n",
      "dteday        365 non-null object\n",
      "season        365 non-null int64\n",
      "yr            365 non-null int64\n",
      "mnth          365 non-null int64\n",
      "holiday       365 non-null int64\n",
      "weekday       365 non-null int64\n",
      "workingday    365 non-null int64\n",
      "weathersit    365 non-null int64\n",
      "temp          365 non-null float64\n",
      "atemp         365 non-null float64\n",
      "hum           365 non-null float64\n",
      "windspeed     365 non-null float64\n",
      "casual        365 non-null int64\n",
      "registered    365 non-null int64\n",
      "cnt           365 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 48.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#查看测试数据基本信息——共365个样本，16列，其中最后三列为真值，本作业只对cnt进行预测\n",
    "data_2011.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看是否有空值——无空值\n",
    "data_2011.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.0</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>183.000000</td>\n",
       "      <td>2.498630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.526027</td>\n",
       "      <td>0.027397</td>\n",
       "      <td>3.008219</td>\n",
       "      <td>0.684932</td>\n",
       "      <td>1.421918</td>\n",
       "      <td>0.486665</td>\n",
       "      <td>0.466835</td>\n",
       "      <td>0.643665</td>\n",
       "      <td>0.191403</td>\n",
       "      <td>677.402740</td>\n",
       "      <td>2728.358904</td>\n",
       "      <td>3405.761644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>105.510663</td>\n",
       "      <td>1.110946</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.452584</td>\n",
       "      <td>0.163462</td>\n",
       "      <td>2.006155</td>\n",
       "      <td>0.465181</td>\n",
       "      <td>0.571831</td>\n",
       "      <td>0.189596</td>\n",
       "      <td>0.168836</td>\n",
       "      <td>0.148744</td>\n",
       "      <td>0.076890</td>\n",
       "      <td>556.269121</td>\n",
       "      <td>1060.110413</td>\n",
       "      <td>1378.753666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>416.000000</td>\n",
       "      <td>431.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.321954</td>\n",
       "      <td>0.538333</td>\n",
       "      <td>0.135583</td>\n",
       "      <td>222.000000</td>\n",
       "      <td>1730.000000</td>\n",
       "      <td>2132.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>183.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.479167</td>\n",
       "      <td>0.472846</td>\n",
       "      <td>0.647500</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>614.000000</td>\n",
       "      <td>2915.000000</td>\n",
       "      <td>3740.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>274.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.656667</td>\n",
       "      <td>0.612379</td>\n",
       "      <td>0.742083</td>\n",
       "      <td>0.235075</td>\n",
       "      <td>871.000000</td>\n",
       "      <td>3632.000000</td>\n",
       "      <td>4586.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>365.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.849167</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3065.000000</td>\n",
       "      <td>4614.000000</td>\n",
       "      <td>6043.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season     yr        mnth     holiday     weekday  \\\n",
       "count  365.000000  365.000000  365.0  365.000000  365.000000  365.000000   \n",
       "mean   183.000000    2.498630    0.0    6.526027    0.027397    3.008219   \n",
       "std    105.510663    1.110946    0.0    3.452584    0.163462    2.006155   \n",
       "min      1.000000    1.000000    0.0    1.000000    0.000000    0.000000   \n",
       "25%     92.000000    2.000000    0.0    4.000000    0.000000    1.000000   \n",
       "50%    183.000000    3.000000    0.0    7.000000    0.000000    3.000000   \n",
       "75%    274.000000    3.000000    0.0   10.000000    0.000000    5.000000   \n",
       "max    365.000000    4.000000    0.0   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  365.000000  365.000000  365.000000  365.000000  365.000000  365.000000   \n",
       "mean     0.684932    1.421918    0.486665    0.466835    0.643665    0.191403   \n",
       "std      0.465181    0.571831    0.189596    0.168836    0.148744    0.076890   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.325000    0.321954    0.538333    0.135583   \n",
       "50%      1.000000    1.000000    0.479167    0.472846    0.647500    0.186900   \n",
       "75%      1.000000    2.000000    0.656667    0.612379    0.742083    0.235075   \n",
       "max      1.000000    3.000000    0.849167    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   365.000000   365.000000   365.000000  \n",
       "mean    677.402740  2728.358904  3405.761644  \n",
       "std     556.269121  1060.110413  1378.753666  \n",
       "min       9.000000   416.000000   431.000000  \n",
       "25%     222.000000  1730.000000  2132.000000  \n",
       "50%     614.000000  2915.000000  3740.000000  \n",
       "75%     871.000000  3632.000000  4586.000000  \n",
       "max    3065.000000  4614.000000  6043.000000  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 各属性的统计特性——个数、均值、标准差、最小值、4分位数、最大值\n",
    "data_2011.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2011年的测试数据集分析\n",
    "\n",
    "第一个属性：instant（目录号）只是作为训练数据序号，对数据训练无太大意义，无做图分析必要\n",
    "\n",
    "第二个属性：dteday（日期）是一个确定变化并累积的数值，在整个数据集中无重复，与序号属于同一类别数据，对数据训练意义不大\n",
    "\n",
    "第四个属性：yr（年份）是作为分割训练集和测试集的标志，在同一个训练集中或同一个测试集中，数值保持不变，无训练价值\n",
    "\n",
    "第十四个属性：casual（非注册用户数）属于真值，用于和预测值做对比，本作业不选该属性进行预测\n",
    "\n",
    "第十五个属性：registered（注册用户数）属于真值，用于和预测值对比，本作业不选该属性进行预测\n",
    "\n",
    "第十六个属性：cnt（租车人数）属于真值，用于和预测值对比，属于本作业的相应变量y\n",
    "\n",
    "实际训练中，将drop掉以上六个属性，作业要求中最后三个属性都可以做为预测值，但只选择其中一个，即cnt，猜测注册用户数、非注册用户数和租车人数之间存在强相关性，在做相关性分析时将进行验证"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单变量分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure() #新建绘图\n",
    "sns.distplot(data_2012.cnt.values, bins=60, kde=True)#60个方形，显示核密度分布曲线，显示测试集的y真值分布\n",
    "plt.xlabel('Number of bicyles been rent', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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poamZ+57fzJghqdx8boHf4fSKjP6JFGSlsrm81u9QpBPCSRT5QEnQ+1JvXptlnHNNwGFgcIh1O6zTu+R0E/BSGDGKRJ1fvrqD3QeP890rJ5OU0HeaCwtz09l/pIEDRxr8DkXCFM63s61bMFq3RLVXprPzg/0K+Ltz7o02gzK7zcxWm9nq/fv3t1VEJGJV1tbzwGvFXDUtjwvGD/E7nF41KTcwnKvOKqJHOImiFBge9H4Y0Hpsw/fLmFkCkAFUh1g3ZJ1m9l1gCPD19oJyzv3GOTfDOTdjyJC+9Ycm0a3FOZ5du4/U5AS+c0Wh3+H0uoH9k8jN6MeWCiWKaBFOolgFjDOzUWaWRKBxenGrMouBm73pa4BXvDaGxcBC766oUcA4Au0O7dZpZrcCc4FPOedaurZ7IpFn1e5q9lYf5zuXF5I1IHb6c+qMiTnp7D14nEPHGv0ORcLQYaLw2hzuBJYBW4CnnHObzOw+M/uEV+whYLCZFRM4C7jbW3cT8BSwmUBbwx3Oueb26vTqehDIBt42s3Vmdm837auI7w7XneCljRWMGZLKJ6e3burrOyblpuGAV9VJYFQI634859xSYGmrefcGTdcD17az7g+AH4RTpzc/du4RFGllSVEZzS2Oq6blYzH6BHY48jJTSOuXwMtbqrh6um5sjHR951YLEZ8t21TBprJa5kwcyuA+esnppDgzJuak8fp7+2ls0hXmSKdEIdILao43cu9zG8lJ78fscbr5AgLtFEcbmlixS50ERjpd5hFftThHcdVR9hw8RosL3DddcbieIWnJUT9W9EnOOb79l40cPNrI7ReMiZn96qoxQwaQnBDHy1uqOF/JM6IpUUiva3GO9yqPsHJXNbsOHKOhjUsP8XFGfmYKDU3NXD41l6Hp/XyItHv8Zd0+Xigq5xtzJzCwf5Lf4USMpIQ4Zo/NYvmWSr57ZWGfbrOJdEoU0qs2lR3mxY0VVB9rJK1fAtOGZ3LNmcMYO3QAifFxNLU4nlixl4rDdWyvOsq/Pb+Zf1+ymStPz+OOi8YyPjvN713olJLq49z7l02cVTCQL144hidXlXS8Uh8yZ1I2L2+t4r3Ko0zIia7Pti9RopBeUVt3gsXry9hcXktuRj8+NXMEhbnpxMcZ184Y/qGym8tqYXgm84CZowby5KoSHl+xl+fWlXHl6XncM38ieZkp/uxIJzQ0NXPHE+8C8N/XTdMlpzbMmTQUnoXlWyqVKCKYEoX0uJLq4zz2zh4ampqZNzmH88ZmfehHs3UvsMHGDk3j25cX8uWPjeWhN3fx4Os7eGljOReOH8oF47NIiOve+zFC9Wrb2R5vv79kC0Wlh7lx1gje2H6g+4KMIdnp/Zian8HLWyq546Kxfocj7VCikB5VVFrD02tKSeuXwC2zx5J9im0NA1OT+Je5E0hJiufFDeUs31LJprLDXHPmMHIzIu/s4rl1+3jsnT2cPzaLwrwMv8OJaHMmDeVnL2/nwFF1EhipdHus9Jh39xxi0aoS8gem8KWPnXqSCDawfxI3zBrJjbNGcqS+iV+9uoNXt1XRHEEjpq3Zc4hvPF3EzIJBXNoHBiPqqosnZeMcvLpVT2lHKiUK6RFLisr487uljBmSyufPG8WAbh6UpzAvnbvmjGNyfjp/21zJg6/vYHvlkW7dxqk4eLSBLzy6mtyMfjx405lqlwjD5Lx0cjP68fIWJYpIpUQh3e7VbVV8ddE6Rg7uz01nF5AY3zNfs9TkBBaeNYJPzRzBoeONXP7zN3nozV2+jcd8tKGJR97eQ4tzPPzZsxiUqlthw2FmfHziUN7Yvp+mZj2lHYmUKKRbFVcd4StPrGV8dhqfOaegVwbkmZqfwV1zxnHBuCz+fclmbnxoBftq6np8u8GONjTx0Js7OVzXyG9umsHoIQN6dfvR7uJJ2RxrbGbngWN+hyJtUKKQbnP4+AlufWQ1yYlx/PbmGfRLjO+1baf1S+S3n5nBj66eyvqSGub95O88824pgd7ue9bJJFF9rJHPnFPAzFGDenybseacMYNJSYxnq8aoiEhKFNItWloc/2fRWvbV1PHgjWeS78NzDmbGwpkjePGuC5iQk8bXn1rPbY+t4XDdiR7b5nuVR3jgtWIOHm3kprMLGKMziVPSLzGe2eOy2Fp+pFeSu3SOEoV0i9++sZO/v7ef7145mRkF/v6PesTg/jx5+zncPX8if39vPz9d/h5v7TjQ7XdGvbK1kqt/9RYnmh23nj+asUOVJLri4klDqak7QUVtvd+hSCt6jkK6bH1JDT9eto35U3L4dBgPovWG+DjjixeOYf6UHG55ZDVLispZsaua+ZNzcM51qV+h+hPN3PNMEf+7soTC3HSuOC2XTPXh1GUXTRwKwNaKIxH5bExfpjMK6ZKjDU18ZdFahqYl86OrT4u4jt1GDk7lc+cWcOOskTjnePSdPVz1y3+wpKis03fYNDW3sGpXNT9d/h5Prirh9gtG88yXz1WS6CZD0/oxbGAKW8vVThFpdEYhXfKjF7ewt/o4T952Dhn9E/0Op01mRmFeOhNy0liz5xDrS2u484m15KT3Y/7UHC6bmsvU/Iw2G9+dc2wqq2X5lkp+/+YuauubyM9M4dFbZjFteKYPexPbJuak8/KWSo7U91y7knSeEoWcsreKD/DHd/byhfNHRcWdPvFxxsxRg/iv607nb5sr+fO7pTz+zl4e/sduEuKM8dlptDhHUkIczsGf1pSw5+Bxqo81YgajslL55JnDGDtkgJJED5mUm8byLZVsq/D/4Un5gBKFnJJjDU18889FjMpK5Z8vneB3OJ0SH2fMm5LDvCk51Naf4B/bD7Bh32E2ltWyvfLI+0NzTshJ4+JJQ5k5ajAfmzCEv26q9Dny2JeT3o/MlES2KFFEFCUKOSX/8dJW9tXU8dTt53zokk2onmBPRXfX11p6v0TmT81l/tTcj2wvnB5ipWOhPsPWy8yMibnprNlTTV1jMylJvfcsjrRPjdnSaetKanj0nT185uyRnOXzrbASewpz0znR7Pj79v1+hyIeJQrplOYWx78+s4Ghacn8y9zouuQk0WFUViopifEs21ThdyjiUaKQTnl750E2l9fy3Ssnk9YvMu9ykugWH2dMzEnj5S1VnFAngRFBiULCVlt3guWbK/n4xKHMn6JxFqTnFOalc7juBCt3VfsdiqBEIZ2wbFMFzc7xvSsnR9yDdRJbxg1No19inC4/RQglCglLSfVx1pbUMHtsFiMG9/c7HIlxSQlxXDAucEuyX+OLyAeUKKRDLc6xpKiMtH4JfGz8EL/DkT5i7uQcKmrrKdp32O9Q+jwlCunQ+pIaSg7VMXdyDsm9OMaE9G0XT8omMd54cUO536H0eUoUEtKxhiZe2lTBsIEp6rZCelVG/0TOG5vFkqJyjVHhMyUKCelXrxVzpL6JK07LI04N2NLLLpuay76aOopKdfnJT0oU0q69B4/z2zd2ccbwTEYMUgO29L5LC7NJiDOW6vKTr5QopF3/b+kWEuKMSyfrmQnxR2b/JM4bm8ULG3T5yU9KFNKmt4oP8NKmCu64aCwZKXoCW/xz+dRcSg/p8pOf1HtsjGvdO2eoHlFPlm1ucTy+Yg/DBqZwy+xRPPPuvrDr99Op9PwaSfFL2y6dnM2/Pmu8sKGc03VDhS90RiEfsWp3NVsrjvCdyye1OeqbSG/K7J/E+eOyWLK+TA/f+USJQj7keGMTy7dUcs7owcxV24REiAXT8ik7XM/K3er7yQ9KFPIhL2+toq6xmXuvLFR/ThIxLinMJiUxnufWtX8ZVHpOWInCzOaZ2TYzKzazu9tYnmxmT3rLV5hZQdCye7z528xsbkd1mtmd3jxnZlld2z3pjMraelbsPMjMUYOYlJvudzgi70tNTuDSydm8UFROQ1Oz3+H0OR0mCjOLB34JzAcKgU+ZWWGrYrcAh5xzY4GfAPd76xYCC4HJwDzgV2YW30Gd/wAuBvZ0cd+kE5xzvLChnKSEOC6elO13OCIfcdW0fGrrm3htm0a+623hnFHMBIqdczudc43AImBBqzILgEe86aeBORa4brEAWOSca3DO7QKKvfrardM5t9Y5t7uL+yWd9PKWKoqrjnLxpGxSk3UznESe2eOyGJSapMtPPggnUeQDJUHvS715bZZxzjUBh4HBIdYNp07pJQ1NzXz/hc0MSUtm1qjBfocj0qbE+DiuOC2X5VuqOFx3wu9w+pRwEkVbLZqt71Frr0xn54fNzG4zs9Vmtnr/fp2KdsUf/rGb3QePc/nUXOLj1IAtkeuT04fR2NTC8+vL/A6lTwknUZQCw4PeDwNaf0rvlzGzBCADqA6xbjh1huSc+41zboZzbsaQIRoj4VRVHann568Uc/GkoYzPTvM7HJGQThuWwcScNP60uqTjwtJtwkkUq4BxZjbKzJIINE4vblVmMXCzN30N8IoLdMyyGFjo3RU1ChgHrAyzTukF/7lsGw1NzXz78tb3J4hEHjPjuhnDWV96mK0VtX6H02d0mCi8Noc7gWXAFuAp59wmM7vPzD7hFXsIGGxmxcDXgbu9dTcBTwGbgZeAO5xzze3VCWBmXzGzUgJnGUVm9rvu210Jtq6khj+tKeVz541iVFaq3+GIhOWqM/JJjDeeWlXqdyh9Rli3tzjnlgJLW827N2i6Hri2nXV/APwgnDq9+f8D/E84ccmpa25x3PvcRoYMSOYrc8b5HY5I2AalJnFpYQ7Pri3lW/MnkJygbmZ6mu6D7GNOdoK3clc1RaWH+dnCaQxo43bYUJ3lqSM98UPw9+66s4bzwoZylm+u4vLTcn2Mqm9QFx590PGGJpZtqmDWqEF84vQ8v8MR6bTZY7PIz0zhsXd2+x1Kn6BE0Qf9dXMlDU3N3LdgivpzkqgUH2fcdM5I3tlZzbaKI36HE/OUKPqY0kPHWbW7mnNGD2ZCjm6Hleh1/YzhJCfE8ejbu/0OJeYpUfQhLc7x/PoyUpMTmKP+nCTKDUxN4hOn5/HMu/v0pHYPU6LoQ97dc4iSQ3XMn5KjAYkkJtx8bgF1J5r58xrdKtuTlCj6iKMNTby4sYKRg/szTcNJSoyYkp/B9BGZPPL2bpo1+l2PUaLoI5YUldHY3MI/TctXA7bElC+cP5o9B4/z4sZyv0OJWUoUfcDW8lqKSg9z0YQhDE3v53c4It3q0sk5jM5K5YHXdhDoOUi6mxJFjKs/0cxz68vITk/mgvHqPFFiT3yccfuFo9lUVssb2w/4HU5MUqKIccs2VVBbd4KrzxhGQpw+bolNV52RT3Z6Mg+8tsPvUGKSfjli2Mpd1azYVc25YwYzfFB/v8MR6THJCfHcOns0b+88yJo91X6HE3OUKGJU/Ylm7v5zEQP7J3JJYY7f4Yj0uBtmjSBrQBI/XrZNbRXdTIkiRv3s5e3sPHCMq6blk5Sgj1liX2pyAndcNJZ3dlbzZrHaKrqTeo+NAa17cx2fPYBfv76D62YMY1wfHbWuO3q/PdVecnu6/r7iVI7PDbNG8Ls3dvHjZduYPTaL/11Z8pHl0nn6r2aMaTjRzNefWk/+wBTuvXKy3+GI9KrkhHi+evE4ikoP89LGCr/DiRlKFDHmhQ3llB46zk+ua3ucCZFYd/X0YYwbOoAfvriVE80tfocTE5QoYkhRaQ2r9xziixeOYUbBIL/DEfFFfJzxvU9MZm/1cd7Yvt/vcGKCEkWMOHi0gWfX7mPEoP587ZLxfocj4qvzxmZx+dRcXtu2n0PHGv0OJ+opUcSApuYWFq0qIc6M688aTmK8PlaRb18+CTNYskF9QHWVflFiwJKicvbV1PHJ6cMY2D/J73BEIkJeZgofn5jNlvJaikpr/A4nqilRRLn/XbmXlburuWDcEArz0v0ORySizB6bxbCBKTy3rozaeg1udKqUKKLYmj2HuPe5jYwbOoBLJ2vEOpHW4uOMa84cxonmFp59d5+e2D5FShRRqqT6OLc/tobcjBSuP2s4cRpjQqRNQ9P6MW9KDtsqj/DHd/b4HU5UUqKIQoePn+CzD6+ksamZ3392Bv2T9LyESChnjx7MhOw07luymTV7DvkdTtRRoogy9Sea+cJjqympruO3n5nB2KF9s4sOkc6IM+O6GcPJy0wAMx+KAAAQuklEQVThS39cQ1Vtvd8hRRUliijS2NTClx9/l5W7qvnxtacxa/Rgv0MSiRopSfH8+qYzOVLfxO1/XENdY7PfIUUNJYoo0dTcwlefXMsrW6v4/lVTWDAt3++QRKLOxJx0fnL96awvqeFLj69RFx9hsli4C2DGjBlu9erVfofRYxqbWvjaU+t4oaic/3tFIbfMHvWh5eqFVPqaUL3AhvP3sGpXNc+u28eCaXn85LppxMX1zZtBzGyNc25GR+XUChrhjjc28aU/vsvr7+3n25dN+kiSEJHOO2vUIMblDOA/XtpGi4P/uvZ0jdsSghJFBDtwtIHbHl3NupIa7v/kVK4/S33pi3SXL39sLHFm/OjFrdTWneCBG6frDsJ2KIVGqE1lh/nEz99kc3ktv/r0dCUJkR7wxQvH8KOrp/LG9v1c9+u3Kak+7ndIEUmJIsI45/jT6hKueeBtHPD0F89l3pRcv8MSiVkLZ47gt5+ZwZ6Dx7nyF2/y+nvqmrw1JYoIcvj4Ce58Yi3feLqI04dnsPjO2UzJz/A7LJGYN2dSNs/fOZuc9H7c/PuV/N+/bORYQ5PfYUUMXZCLAM45Fq8v4/svbOHQsUa+OW8Ct18whvg+eieGiB8KslJ59svn8eNl23j4rV28srWKe68s5NLCbKyPd5GjROGzotIafrh0K2/vPMhpwzJ4+LNn6SxCxCcpSfHce2Uhl03N4e5nNnD7Y2uYWTCIb82fwJkj++6okUoUPllfUsMvXy3mr5sryeyfyL9fNYUbZo7QWYRIBJhRMIiX7jqfRatK+Ony9/jkA28zs2AQt10wmosmDu1zf6dKFL3oaEMTyzZW8Ng7e1hXUkNacgJfu3g8n59dQFq/RL/DE5EgCfFx3Hj2SP7pjHyeXFXCQ2/u4tZHV5OT3o+rp+fziWl5TMhO6xOXpcJKFGY2D/gZEA/8zjn3o1bLk4FHgTOBg8D1zrnd3rJ7gFuAZuArzrlloeo0s1HAImAQ8C5wk3Muage9raqt543tB3h5ayUvb6mioamF0VmpfO/KQj555jAlCJEIl5qcwOdnj+Kmc0ayfHMlf1pTyoOv7+BXr+1gxKD+zJk0lHPHZDGzYBAZ/WPz77nDRGFm8cAvgUuAUmCVmS12zm0OKnYLcMg5N9bMFgL3A9ebWSGwEJgM5AHLzWy8t057dd4P/MQ5t8jMHvTqfqA7drYnOeeorG1g14Fj7Nh/lPUlNawtqaG46igAWQOSuf6s4Xzi9DymjxjYZ7sMEIlWifFxzJ+ay/ypuVQdqWf55ir+urmCx1fs5eF/7MYMCganMik3jYk56UzKTWdCdhq5mf2ifhz7cM4oZgLFzrmdAGa2CFgABCeKBcD3vOmngV9Y4HxsAbDIOdcA7DKzYq8+2qrTzLYAHwdu8Mo84tXbI4mipcXR7BzNLYFXU8sH080tjhPNLdSdaOZ4YzN1jc3UnWiitq6Jg8caOXSskYPHGqk+1kBJdR27Dx7jeFBvlAP7J3LGiIFcPT0/MExpbrqSg0iMGJrWjxtmjeCGWSOoP9HMupIaVuysZnP5YTaV1bJ0Q8X7Zc1gyIBkcjNTyE3vR3Z6MhkpiaR7r4yURAYkJ5CUEEdyQhzJCfFB03EkJsQRZ0acBbpLNwOj1fsevvwVTqLIB0qC3pcCs9or45xrMrPDwGBv/jut1j3Z7WlbdQ4GapxzTW2U73aff2QVr207tYdr4uOMgf0TGZSaRH5mCrNGD2J0VioFWamMykolPzOlT1y7FOnr+iXGc/bowZwd1O3/0YYmtlUcYXvlEcoO11NeU0dFbT3bq47w1o4DHGloorv6Y13+9Qt6fFyacBJFW792rXexvTLtzW/rPCxU+Y8GZXYbcJv39qiZbWurXBTJAg74HUSE0zHqWJ84Rp/u2upZwIEu1hExxt3fpdVHhlMonERRCgwPej8MKGunTKmZJQAZQHUH67Y1/wCQaWYJ3llFW9sCwDn3G+A3YcQfFcxsdTjd/fZlOkYd0zHqmI5R54XTwrIKGGdmo8wsiUDj9OJWZRYDN3vT1wCvuMBAF4uBhWaW7N3NNA5Y2V6d3jqvenXg1fncqe+eiIh0VYdnFF6bw53AMgK3sv7eObfJzO4DVjvnFgMPAY95jdXVBH748co9RaDhuwm4wznXDNBWnd4mvwUsMrPvA2u9ukVExCcxMcJdLDCz27zLadIOHaOO6Rh1TMeo85QoREQkpOh+CkRERHqcEoXPzGyemW0zs2Izu9vveHqTmQ03s1fNbIuZbTKzu7z5g8zsb2a23ft3oDffzOx/vGNVZGbTg+q62Su/3cxubm+b0crM4s1srZkt8d6PMrMV3v4+6d0UgnfjyJPeMVphZgVBddzjzd9mZnP92ZOeY2aZZva0mW31vlPn6LvUTZxzevn0ItCQvwMYDSQB64FCv+Pqxf3PBaZ702nAe0Ah8B/A3d78u4H7venLgBcJPG9zNrDCmz8I2On9O9CbHuj3/nXzsfo68ASwxHv/FLDQm34Q+JI3/WXgQW96IfCkN13ofb+SgVHe9y7e7/3q5mP0CHCrN50EZOq71D0vnVH46/3uUVyg48OT3aP0Cc65cufcu970EWALgSfxFxD4o8f79ypvegHwqAt4h8AzN7nAXOBvzrlq59wh4G/AvF7clR5lZsOAy4Hfee+NQFc3T3tFWh+jk8fuaWBO6+50nHO7gODudKKemaUDF+DdJemca3TO1aDvUrdQovBXW92j9FiXJZHMu0RyBrACyHbOlUMgmQBDvWLtHa9YP44/Bb4JtHjvQ3V186HudIDg7nRi+RiNBvYDD3uX6H5nZqnou9QtlCj8FXaXJbHMzAYAfwa+6pyrDVW0jXmd6vol2pjZFUCVc25N8Ow2iroOlsXsMfIkANOBB5xzZwDHCFxqak9fPU6nRInCX+F0jxLTzCyRQJJ43Dn3jDe70rsMgPdvlTe/veMVy8fxPOATZrabwKXJjxM4w8j0usuBD+/v+8eiE93pxIJSoNQ5t8J7/zSBxKHvUjdQovBXON2jxCzv2vlDwBbn3H8HLQruEia4G5fFwGe8O1bOBg57lxOWAZea2UDvrpZLvXlRzzl3j3NumHOugMD34xXn3Kdpv6ubznanExOccxVAiZlN8GbNIdAjhL5L3cHv1vS+/iJw98V7BO5C+bbf8fTyvs8mcFpfBKzzXpcRuKb+MrDd+3eQV94IDHi1A9gAzAiq6/MEGmiLgc/5vW89dLw+xgd3PY0m8ENfDPwJSPbm9/PeF3vLRwet/23v2G0D5vu9Pz1wfKYBq73v018I3LWk71I3vPRktoiIhKRLTyIiEpIShYiIhKREISIiISlRiIhISEoUIiISkhKF+MbM/uCNZOjHts3MHjazQ2b2kecJzOyzZvZmiPVf7GrPomb2mpnd2pU6eqNOESUKeZ+Z7TazSq+PnJPzbjWz13wMq6fMBi4BhjnnOt05nnNuvnPukY5LSnfwvpsX+x1HX6VEIa0lAHf5HURnmVl8J1cZCex2zh3riXjkA0FdjUiUUqKQ1n4M/IuZZbZeYGYFZuaC//CDL3V4l2v+YWY/MbMaM9tpZud680vMrKqNyzVZ3oAyR8zsdTMbGVT3RG9ZtTfYznVBy/5gZg+Y2VIzOwZc1Ea8eWa22Fu/2My+4M2/hUCX3eeY2VEz+7d2joWZ2c/N7LAFBsOZ09Z+e++/YIHBco6Y2WYzm25m3zCzP7eq8Odm9tN2NvZ5r45DZrbs5LHwLpP9xDt+hy0w0M6UdmIGGGNmK72yz5nZoKBtnG1mb3mfz3oz+1jQsgwze8jMys1sn5l9/2QCPnkpzsz+04tvl5nNby8A7wzgW2ZWBBwzswTv8/izme331v9KUPnvmdlTZvaodww3mdkMb9ljwAjgee/z+maIfZee4Pej4XpFzgvYDVwMPAN835t3K/CaN11AoMuNhKB1XuODwWI+CzQBnyMwKNP3gb0EukpIJtBvzhFggFf+D977C7zlPwPe9JalEuju+XN80DPoAWBy0LqHCXSaFwf0a2N/Xgd+RaBbi2kEuqGeExTrmyGOxcl9+RqQCFzvbW9QG/t9LbAPOItA1xBjCZyx5BLoxTTTK5dAoFO6M9uo4yoCXUZM8sp9B3jLWzYXWENgIB7zyuS2E/drXixTvGP4Z+CP3rJ84CCBblLiCFx6OwgM8Zb/Bfi1t95QAl2A3B50PE4AX/A+2y8R6CzPQnyX1hHoYC/F294a4F4CgwqNJjAo0Fyv/PeAei+2eOCHwDutv5t+/4301ZfvAegVOS8+SBRTvB/FIXQ+UWwPWjbVK58dNO8gMM2b/gOBwXROLhsANHs/LtcDb7SK79fAd4PWfTTEvgz36koLmvdD4A9BsXaUKD70Q+j9cN7Uxn4vA+5qp54XgS9401cAm9s5di8CtwQtiwOOE0g4HyfQH9jZQFwHn+FrwI+C3hcCjd6P77eAx1qVX0ags7xsoAFICVr2KeDVoONRHLSsv/fZ5oT4Ln0+6P0sYG+rMvcAD3vT3wOWt4q7rvV30++/kb760qUn+Qjn3EZgCaH7829PZdB0nVdf63kDgt6/P0iMc+4ogS6x8wj8QM7yLpHUmFkN8Gkgp61125AHVLvAyHkn7aFzg9Dsc96vVND6eW2UG06gc7m2PALc6E3fCDzWTrmRwM+C9rWawNlDvnPuFeAXBM7MKs3sNxYY0a09wcdlD4EzoixvG9e2OqazCZz5jPTKlQct+zUfDPQDUHFywjl33JsM/ixDxTESyGu17X8lkKA+Uj+BJNlP7RuRQYlC2vNdApcZgn9YTzb89g+aF/zDfSre7/vfAgMYDSLwP/kS4HXnXGbQa4Bz7ktB64bq0bIMGGRmaUHzRhC4LBOufDMLHshmBG2PTVACjGmnjr8Ap3ltClcAj7dTroTAZZ7g/U1xzr0F4Jz7H+fcmcBkYDzwjRBxB4+nMILAJaMD3jYea7WNVOfcj7xlDUBW0LJ059zkENvpSPDnUwLsarXtNOfcZadQl/QyJQppk3OuGHgS+ErQvP0EfmhvNLN4M/s87f9AhusyM5ttgfE4/p3AIPclBM5oxpvZTWaW6L3OMrNJYcZfArwF/NDM+pnZacAttP9D3ZahwFe8bV9LoG1gaRvlfkfgBoAzvYbnsScbop1z9QQG0XkCWOmc29vOth4E7jGzyfB+w/K13vRZZjbLAoM8HSNwLb85RNw3mlmhmfUH7gOeds41A38ErjSzud7n18/MPmZmw1xgLIa/Av9lZulmFmdmY8zswk4cr1BWArVeA3eKt/0pZnZWmOtXEmjXEB8oUUgo9xFo2Az2BQL/mz1I4H+3b3VxG08QOHupBs4kcHkJ75LRpQQG6ykjcFnifgKN3uH6FIF2lTLgWQLtG3/rxPorCAzwcwD4AXCNc+5g60LOuT95y58g0Dj/FwJnRic9QqC9pr3LTjjnniWwf4vMrBbYCJy8qygd+C1wiMClpIPAf4aI+zECbTgVBBryv+JtowRYQOCSz34C/8v/Bh/8DnyGQEPzZm9bTxO4LNVlXqK6ksBNBbsIHNPfERiBLxw/BL7jXbb6l+6IScKn8ShEepiZjQC2Emj4DTUmuEhE0hmFSA8yszjg6wTu7lKSkKikOwpEeogFukKpJHC5aJ7P4YicMl16EhGRkHTpSUREQlKiEBGRkJQoREQkJCUKEREJSYlCRERCUqIQEZGQ/j/1fe72E0uK9AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 目标y（租车人数）的直方图 / 分布\n",
    "fig = plt.figure() #新建绘图\n",
    "sns.distplot(data_2011.cnt.values, bins=60, kde=True)#60个方形，显示核密度分布曲线，显示训练集的y真值分布\n",
    "plt.xlabel('Number of bicyles been rent', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单个特征散点图\n",
    "plt.scatter(range(data_2011.shape[0]), data_2011[\"cnt\"].values, color='blue')\n",
    "plt.title(\"Distribution of cnt\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上面三个图可以看出：\n",
    "\n",
    "1、真值cnt在一个区间中是连续的，故本题属于回归问题\n",
    "\n",
    "2、2011年数据主要集中在4700左右，其次是1800左右，说明共享单车的日租借量为4700数量级别的占多数，其次是1800左右，此特征和正态分布不符合；\n",
    "\n",
    "3、从2011年的直方图和散点图中可看出，高于5700左右的数据非常少，可能属于离群点，在训练时候可以剔除，否则会影响最后的预测值与真值残差的分布，即预测的准确性\n",
    "\n",
    "4、2012年的数据形状有点像正态分布，与2011年很不一样，而且数量级整体大于2011年的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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/IIXL+uWY++hm9AAP3B73BXQ3Gftykk8meUa//wS6WfkDr/1Nujswzv4Qj6/Oevwt4Njl6600jIGuiVVV76+qn6cL8QLeQvdpMOdU1fpZXw+rqjvoZvNb6W7R+mhgU/9U6Z/vs1W1lW455iPAlf3xO/vX6Bonj6T7lJk7xtxFaUEMdE2kJE9MclaShwL/S3er2+8B7wbelOTkvt1Ukq39aY8Cvk03u34E8OZZz3dMkouSPLpfvrmvfz7oPvD3ZUme0r/em+k+CPv2sXdUWgADXZPqocBlwNfpljuOp7u3+TvoPkTgn5LcD3wGeHp/zvvolk7uAG7pj832EuD2fjnm5cCLAfr1+N+n+6SjA8CPszbvLa4fcr4pKkmNcIYuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmN+D+IvNgFM+QjdQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data_2011.season.values, bins=30, kde=False)\n",
    "plt.xlabel('season', fontsize=12)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data_2011.season);\n",
    "plt.xlabel('season');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图的数据表明了训练集中包含了4个季节的数据，且每个季节所分配的数据量比较平均"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data_2011.mnth);\n",
    "plt.xlabel('month(1 to 12)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图的数据表明了训练集中包含了12个月份的数据，且每个月份所分配的数据量比较平均"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data_2011.holiday);\n",
    "plt.xlabel('holiday(1:yes,0:no)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图表明，一年中大约350天为非节假日，15天左右节假日"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data_2011.workingday);\n",
    "plt.xlabel('workingday(1:workingday,0:weekend)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图表明一年中有大约250天工作日，110天左右为周末"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data_2011.weekday);\n",
    "plt.xlabel('weekday(0:sunday,1:monday))');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图数据为一年中每周从周一至周日，各约50天左右"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/CHhJkrlgHAQc112+vqrmvgPkRuCyLlqfrqodAyHNCwOhBaeq/jfJncDrga8CNzP6H/3xwHcZ/bI+e/w2SQ4CPgLMVtXdSc5n9At+Zx7qzh/h0X9nAV5WVXfscN+/AvxwbL613bcK/hbw8SQXVNWqx/NnlZ4IdzFpoVrLaNfPWuBLwB8y2pVzA3Bqkp8BSPKUJD/LozG4t3tN4uVj9/UAcOgEj/k5Rq9NpLvvk1orJXk6sK2qLmF0ZNiTd1hl0seTnhADoYXqS4yO3Pm1qtoK/DfwparazuhdSVd1R/S8AXhm9+6hSxi9RvFpRruB5lwOfHSHF6lb3sXoKyxvTrKxu95yGrAhyTeBlwEXjv+wqr7HaBfYRl+kVp88mqskqcktCElSk4GQJDUZCElSk4GQJDUZCElSk4GQJDUZCElSk4GQJDX9P5YWlysfbLurAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data_2011.weathersit);\n",
    "plt.xlabel('weathersit');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图中：1表示晴天和多云，2表示雾天和阴天，3表示小雪和小雨，而没有4大雨，大雪和大雾的记录，其中1占得比例最高，2为1的一半，3最少"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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HNlfsOugjxyUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data_2011.temp.values, bins=30, kde=False)\n",
    "plt.xlabel('temp', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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a96rqo1V1W1XdX1UfBm5mcLGCB0gSBhd4+N2qurOq7gH+lMGZ/ZZ8D/iTqvoeg7NNbgDeVVX3VNVOBudpeeay9bdX1ce69c9n8I/Bc6fwbUpDHbLWAaRxJXkl8GYGlx8EOJRBEe9/Lu0F4FHA9kG3D57O4NJjS75ZPzgH93e6z3uXPf6d7usv+f4FEarq/u7CBz+5qm9EGpOFrnWtu7LNhcALGOxeuS/JDgZFvf+Z5+5gUMjPqKpvTCjC98+f3V3oYN7O0a+DiLtctN4tXff0doAkv8ngIhgwGFk/IckjYTCCZlD+FyQ5vFv/iCS/NMb2n53kJUkOAd4EfJfBtWKlmbPQta5V1ZeB84BrGBT4zzI4XzUMrke5E/ivJHd0y94CfA24NsndDM5P/7QxIlwK/DpwF/AK4CXd/nRp5jwfurRKSc4FnlJVZ6x1FgkcoUtSMyx0SWqEu1wkqRGO0CWpERa6JDXCQpekRljoktQIC12SGmGhS1Ij/h9QsnfS1ZRiiwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data_2011.atemp.values, bins=30, kde=False)\n",
    "plt.xlabel('atemp', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面两个图分别是气温和体感温度，可以发现两个直方图大体上很像，实际生活中，气温和体感温度的关系应该也是大致成正相关，故猜测这两个属性具有强相关性，将在相关性热图中进行验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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TVW2tqq0Mzh+8oqrmVqfcserz+/5PDE6Ik2QTg0Mwd021yvHr0+57gLMAkjyPQaDPT7XK1bEH+M1utMsZwENVdbD3q1f7rO8SZ3m/yuAs+Du7bX/C4C8xDL7YfwS+BnweePZq1zyldn8auB/Y1z32rHbN02r7YfveQCOjXHp+7wHeB3wJuB14zWrXPKV2nwp8lsEImH3Ay1e75jG1+6PAQeAHDHrjFwJvBN644Pv+QPfncvtyf9e9UlSSGrHWDrlIklbIQJekRhjoktQIA12SGmGgS1IjDHQ1Kcnd3YVY0oZhoEtSIwx0SWqEga6WbetuEvBQd1OUY5K8PslNC3fqbprxs93ypUn+JsmnkjzczXL4zCR/neTbSb7cTcMgrTkGulr2amAH8CzgF+k/Y+OrgT9iMBnUI8DngC9061cyuBRfWnMMdLXs/VV1X1U9APwzsK3n666qqluq6vvAVcD3q+rDVfUYcDlgD11rkoGulv33guXvAU/r+br7Fyz/7yLrfd9HmioDXRvN/wBPfXwlyTNXsRZprAx0bTS3Ar+QZFuSYxjc6kxqgoGuDaWqvspg3u1PA3cCNx35FdL64XzoktQIe+iS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktSI/wdxhWO8YrbcdgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data_2011.hum.values, bins=30, kde=False)\n",
    "plt.xlabel('hum', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(range(data_2011.shape[0]), data_2011[\"hum\"].values, color='blue')\n",
    "plt.title(\"hum\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为湿度参数，在实际生活中，湿度与区域和天气有关，故预测该属性可能和数据中的天气属性存在相关性，在直方图中数据基本集中在右侧，湿度在0.4-1.0之间，而左侧的0.0和0.2数据量很少，在散点图中，0.0和0.2两个数据明显偏离了其他的数据群，故在实际训练中应作为离群点剔除，避免对预测准确性的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data_2011.windspeed.values, bins=30, kde=False)\n",
    "plt.xlabel('windspeed', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(range(data_2011.shape[0]), data_2011[\"windspeed\"].values, color='blue')\n",
    "plt.title(\"windspeed\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为风度的数据直方图和散点图，可以看出数据有点符合正态分布，但0.4和0.5的数据似乎偏离了整体的数据集，大于0.4的数据集特别少，在散点图中表现的更明显些，故在实际训练中可以将大于0.4的数据剔除，提高预测准确性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 两两特征之间的相关性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上方对数据的分析，在做相关性探索之前先将属性一、二、四移除掉，即drop掉目录号、日期和年份，注册用户数和非注册用户数虽然在实际训练中也会移除，但想查看一下它们和租车数量之前的相关性如何，暂时保留"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(365, 16)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2011.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2011_pre0 = data_2011.drop('instant', axis = 1)\n",
    "data_2011_pre1 = data_2011_pre0.drop('dteday', axis = 1)\n",
    "data_2011_pre = data_2011_pre1.drop('yr', axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(365, 13)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2011_pre.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols=data_2011_pre.columns\n",
    "\n",
    "data_2011_pre_corr = data_2011_pre.corr().abs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13, 13)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_2011_pre_corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LZjN79nwuXcr5VAZztPdjlpaWuLu78fcqnxzne5KsspnWZNzucc4jAUG86NqVdm1e5pMR71GokBUWFhY0dKnLH/OW8VLLHty7/4DhI8zzHZGnyQ9wctE2lrUawYFvltNkqOl83nIuVUl8EE/M2bCMG5pFZg2acVHwom2saDWCw1OW0yglczmXKmhJSSxr8hHLm39C/Xe6UaJCxg5P7sZ9+nOsuVdrKjWoyqa564zLRrZ4l0k9PmXO0Gm8MW4QZSvYZbptbsrOdaFFSuaNKZk79OvC8Z1HiYm8adaMaWUn74teL1GpQVU2p2njUS3eY1KPT5k7dBqv51EbZypd5gd7DxDu0Yeo1wfz8PARbCeYzofX2dpgWa0yDw/452VKU+ma+e7OQ1zsMJBQzw+4tz8Q+6kjACj1hjv3dvuTGGW+KWQi9+R35/wE0FEp9a1S6iWgPFAP2KqUOgaMBR5/+6yeUmqvUuoE0Aeom7J8H7BQKTUY0KcsawUsAdA07QxwGaiRsm67pmlxmqY9BIKBiulDaZo2V9O0ppqmNX27/+u5fMjPH7uSRYmKu2+8fy3uvnHaymNrjoTgVi/5y2YNK5TlUWISsfdNP8arUs6aIlYWXIiOzXGW8LBIyjs7Gu87OzkQGXktyxq9Xo+1dUliYm4RHp7JthHXnrjPL8cOp2xZW0aOmpDj3JkJC4/EuXzqSLmTkz2REVEZa1Km0uj1eqxLliQm5snt9+sv33LhwiVmzvzjmTKGh0XinKZtnJwciHjK9k7ObrptZETqtl26tCMw8ATR0eZ7MQgPj8LJ2bSNo9Llj0hTo9frKWldglvp2vjc2RDu3X9AnTo1CQ+PJDw8iiMByVMC1q3dRMOGdTGHu5ExFHdMHWEs7mDD/Wu3sqw/v+4glTubTiGp7vlino2aA9yLjKG4Q2rmYvY23IvKOnPIuoNUSslc1asFV3cdR0s08PDmba75n6NsgypmzXsr6iY2jqkjojYONsRGx2Soq9OyAe5DejL97W9IjE80Lo+NTj6261evcebgKSrWrWzWvAAx2cjsMaQn09Jkrtq4Bh37d+UHv1957fP+tHylDa9+2tesedO3cWkHW2O7meatj/uQnsx4e2oWbRzNmYOnqJAHbWyIvmEyEm5RriyG66ZvaJLibkPK1Ma7azZiVbu6yfpindryYKcfGPLmF0MSr93A0iFNZvsyJEanyxx7By0lc9xfmylcNzlzEZfalOrjQZXtCyk7+m1KenakzCeD8iS3OWlakllv+SVfO+eapp0DmpDcSf8G6Amc0jTNJeVWX9O0x5N0FwJDUkbDJwKFU/bxHsmd+PLAMaWULZkO7Ril7VEakC/FUtfJlis37xB+6y4JiQa2nLhMm1rOJjUOpYpyKCS5Y3kxOo74RAOlixUi/NZdEg3JT+CI2LtcvnEbx1LFcpzFP+AY1apVplKl8lhaWuLt7ckGn39Majb4/EO/fsnfUu/Zszs7d+0zLvf29sTKyopKlcpTrVplDvsH/us+3xz0Om6d2tKn74dPNWKdHQEBQRke18dnq0mNj8/W1GN5pTu7Uo7l30ycMApr65KMGDH+mTOmb5ve3p74pGtvnyza28fnH3pn0t6P9e7tZdYpLQBHjxynatVKVKzojKWlJa/0cmfjxu0mNRs3bueNPq8A4PVyV/bsTu7IVqzojF6f/H6+fHlHqlevzOUrYURH3yA8PJJq1ZM7CG3atjD5gmluig66iHUle0qUL4vOUk+1Hi9yaavpfFDrSqmjiBU7uBAXmuYNnlJU7f5Cns03B7gedJGSlVMzV/V8kSvpMpesnJq5QgcX4i4lZ74XcRPHFslvdCyKFKJc42rEhkRgTpeCLlCukgNlnMuht7SgmUcrAreafnmvQt3KDJjyLjPensqdm7eNy4uWLIaFVfJLRPHSJajepBYR583/CcWloAvYpcn8QhaZB015l2npMs8ZNp1PWr7HyFbvs3zKYvat3s1f3y7N47wtObbVdDS5Qt3K9H/KNo7MgzaODz6DZXkn9I72YGFBUbd2PNiz36RGZ5v6JrRI6+YkpPuUsmjnvJvSAvDwxDksKzpi6WQHlhaU6NaGuzsOmtToy6ZOMSve/kXiQ5K/PxY56jsuth/AxQ4Duf7dPG6v28aNnxbkWXaRPfnaMVVKOQIxmqYtVUrdBd4ByiqlmmuadkApZQnU0DTtFFACiExZ1gcIT9lHVU3TDgGHlFIeJHfS96TU7FBK1QAqAGeBxnl9jOmNGj8V/8DjxMbepoNXXz54qx89030BL69Z6HV85t6U9xftIClJw7NxVarZleKX7UHUcbSlbW1nPunShEnrDrJs/xlQiomvNEcpReDlaObvCcZCr0OnYIy7K6WL5fyXLQwGAx8PG8tG3/+h1+lYuGgFwcHnmDB+JAFHgvDx2cr8BctZtHAGZ4L9uHUrljf6fgBAcPA5/v57AyeCdpJoMDD04y9ISpkzltk+AX6ZPZXLl8Pw27segLVrNzL562nY2ZXl0IFNlCxZnKSkJIZ+NJj6Ddty587dbB3LsGFf4uuzDJ1ex6KFKwg+fY7x40Zy5GjysSxYsJyFC6YTHOzHrZhY+vb7wLj9ubMHKFmyBFZWlvTw6Ez37m9w+85dxoz5mDNnznP40ObkY/h1IQsW5Gz61eP29k3XNuPHj+RImvZeuHAGp1Pau0+a9v7r7w0cz6S9ixQpTMcOrfngA9OPgT09uzDt58mULWvDunWLCQo6RXf3PjnK/jj/yBETWb12IXq9jqVL/ubM6fN8PnYYgUdPsGnjdpYsWsnceT8SGLSDW7dieXPgxwC82Lwpw0e8S0JCIlpSEiOGjyfmZvII3ugRE5n3x89YWlkSeukqH74/OscZ/41mSGLvl4vwWDoapddxZsVubp0Lx3VET64fv0To1qPUH+iGc6u6JCUaeBR3j+3D5xi3d3yhFncjY7h95fq/PEruZ97/5SK6LhuN0uk4m5K5ycieXA+6xJWtR6k70A2nNJl3p2Q+tXArbX56h17bp4JSnFu5h5jTz/7zq/8myZDEsnHzGLH4S3R6HXtX7iDi/FW8hr9G6IkLHNsWgPeY/hQqWpgPfkmeAnAz/AYzBk/FsZozA6a8S5KmoVMK31/XmPwCiTkzLxk3j1Epmfes3EH4+au8nJI5cFsAr6Vk/jAlc0z4DaYNzp1fQcpJ3qXj5vHJ4rHo9Dr8Vu4g4nwYXsN7E3oiJKWN+2Vo45mDv8WhmjMDprxjnIK4MY/aGEMSMd/PpNzMb0Gv4976TSRcvIz1uwOJP32WB3sOUOK1lynSugUYDCTdvsPNCalfU9M72KG3K8ejo3nzpdvHmaO/+hXnPyaDTk/cqn+Iv3AF24/68fDkOe7tPETpfp4Ub/cimsFAUtwdosb8mHf58kM+zgs3J5Xbo4XZenClOgPfA0lAAvA+kAjMAKxJfvMwTdO035VS7wOjSZ6icgIooWnaQKXUaqA6yaPl24FhQCHgN5JH5ROBTzRN26mUGgg01TRtSMrj+wA/aJq2K6uMCTcu5l8D5VDiDvOOkuS2En3nPLnoOaPLbCLzcyw/z/OcKmplnp8vNKdvSjfP7wjZYlnwnhbstzDvr7vktoLYddA/469u5YcJZbKeWvU8enDXKr8j5EjNM5ueqyfHo/P7zXoVK1S9Rb4cb76OnGuatgXYksmq1pnU/gpk+OFOTdNeyWT7h8DATGoXkjw95vF996cOK4QQQgghnh/yO+dCCCGEEEIIc/p//2VIIYQQQghRACXlzS/l5DUZORdCCCGEEOI5ISPnQgghhBCi4JE550IIIYQQQghzkpFzIYQQQghR8PxHf+dcRs6FEEIIIYR4TsjIuRBCCCGEKHhkzrkQQgghhBDCnGTkXAghhBBCFDz/0Tnn0jkXQgghhBAFjqbJf0IkhBBCCCGEMCMZORdCCCGEEAXPf/QLodI5/w+yaN83vyNky4OIvthW7JjfMbLlkSEhvyNki6Zp+R0h2x4kPMrvCNl2Xp+Y3xGyxQqV3xGy7b/5Uvx8uZQYl98Rsi0iwjq/I2TLTUOh/I6QIzXzO8D/E9I5f4LEHUvzO0K2FLSOuRBCCCFEjvxHvxAqc86FEEIIIYR4TsjIuRBCCCGEKHj+o3POZeRcCCGEEEKI54SMnAshhBBCiIInSX7nXAghhBBCCGFGMnIuhBBCCCEKHplzLoQQQgghhDAnGTkXQgghhBAFj/zOuRBCCCGEEMKcZORcCCGEEEIUPDLnXAghhBBCCGFOMnIuhBBCCCEKHplzLoQQQgghhDAn6Zybwb7zEXhOW4/Hz+uYv+dUhvWRsfd4e/42es/eyKuzfNl7LhyAE2E38J69Mfk2y5cdwVfzOnqmxk75idbdX8Or73v5mqNjp9YcCdzGseM7GD4iYxYrKysWLJrBseM72LFrNRUqOAHQpEkD/A744HfAh30HfXH3cAOgUCErdu5ew76Dvhzy38znXwzL9cxundpy4vgugk/tZeTIDzLNvHTJLwSf2svePeupWNEZABubUmzZsoKbN84w7eevTLbZsH4J/oe3EHh0G7NmTkGne7bT2M2tLSdP7uF0sB+jRn2YacZly37ldLAf+/w2GDMCjB49hNPBfpw8uYdOndqYbKfT6fA/vIW1axYZl82d8wNHArZy9MhWli+fS7FiRXOe+cRugoP9GDUyi8xLfyE42A+/vekyj/qQ4GA/Tp7YbZJ5yJC3CDy6jWOB2/noo7eMy5ct/QX/w1vwP7yFc2cP4H94S44yZ6VWm4aM2f4Tn++aRof3e2RY3+atbny69QdGbfqW95eNpbRTGeM698/eYPSW7xm95Xtc3Jvnaq6nVaNNQ0Zu/5FRu36mbSb5X+jTkWGbv+Xjjd/w3l/jKVfNKc8z1m/jwtTtM/hu1yy6v/9yhvWd3/JgytZpTN70E6OXjcfWqazJ+sLFizDt4Fz6TXw7ryIXuMyubZuyaPd8lvot5PUPe2dY3+CF+szZ9AvbQjfTuvtLxuUuLRry+5bfjLctF3xp2blFnmS2btuIhntn4rJvNo5DMrbxYzbdm/NixGqKNagKgLK0oMrPQ2iw/Wfqb/2Jks3r5klegLLtGtJm34+0PfgzVT/KeL49Zu/ejO7X/sS6YRWT5YWdbOl8cQFV3u9u7qh5IynJvLd88p/unCulSimlPkhzv61Sysecj2lISuKbDf7M7t+O1R+5s/l4KCHRcSY1v+8+iVu9Cqz4sBtTvVsxZYM/ANXKleJ/73Vh5YfdmD2gPV+tP0SiIf8/svHq1onffpqcrxl0Oh0//jSRni8PwrVJZ3q96kHNWtVMavoP8CY29jYuDdoze9Z8Jn71KQDBwedo08qTVs3decVrINNnTkav1/PoUTzu3frQ8sXutGzuTsdOrXF1dcnVzNOnT6aHZ38aurSnt7cntWpVN6kZNPA1YmNjqVP3JWbMnMfXkz8H4OHDR0yc+AOffZax3d/o8z6uzTrTqHFHypSxpWdP92fKOGP613h49KVBw3a81tuL2rVNM7456HVib8VRu04rps/4nSlTvgCgdu3q9Pb2pKFLe9zd+zBzhukbhaEfvc3pM+dN9jVi5ASaNO1E4yaduHolnA8+GJSjzNOnT8ajRz8aNmxH796e1E7froNe41ZsHHXqtGLGjN+Z8nVyu9auVR1vb09cXNrj7tGXGTO+RqfTUbdOTd5683VatHSnSVM3unXrSLVqlQHo0/cDXJt1xrVZZ9as3cjatZuynTkrSqfoOelN5g6cyredRtCoR0vs0nVew4ND+cnjc77v+ilBmw7hMaYPAHXaNcK5biV+6PYp07zG0v4ddwoVL5Jr2Z42v9ekQcwf+C0/dRpJwx4tMnS+j63bx7QunzK92xh2z/HB/ct+eZxRR/9Jg/lx4NeM6TSMF3u0wrGas0nN5eBLTPAYzdiunxCw6SC9x5hm7Dnidc4cCpbMWdDpdHw8+SM+6/c5A9u9TQfPdlSsXsGk5lp4NN9+8j3b1+4wWX5sfxCDO7/H4M7v8UnvUTx8+JCA3UfyIjSVpwzmTJ/JBLX9GFvPlyhS3TljWbHC2L/VjTtHzhmXlevTEYDjHYZz+rWJVBg/EJTKg8yKulMHcfiNb9kJ9wBoAAAgAElEQVT90kgcX25B8RoZ3+zqixWm0ttduHXkfIZ1dSb14/r2Y+bPKp7Jf7pzDpQCMg5XmtHJsJuUty2Bs00JLC30dK5fkV2nTUfAFXDvYQIAdx/GU7ZE8gtqESsLLPTJf5L4RAOKPDjZn0JTl/pYlyyRvxmaNuTixcuEhl4lISGBVX/70N29k0lNd/eO/LlsFQBr12yibdvk0ZcHDx5iMBgAKFyoEJqWus29e/cBsLS0wMLSAi3tymfk6upCSEgoly5dISEhgZV/rccjZdT+MQ8PN5Ys/RuA1at9adeuJQD37z9g/35/Hj56lGG/d+7cBcDCwgIrK8tnytzMtZFJxhUr1+Hh0TljxiV/AbBqlS/t27VKWd6ZFSvXER8fT2joVUJCQmnm2ggAJycHunbtwPz5f2aaHaBIkcI5yp6hXVeuy7xdH2de7Us7Y2Y3VqbL7OrqQq1a1Th0KND4XNm75yCenl0yPHavnh6sWLku25mzUsGlGjcuR3HzajSGBAOBG/ZTz62pSc2FA8EkPIwH4HLgeUrZ2wBgV92JkEOnSTIkEf/gEeGnr1C7TcNcy/Y0yrtU4+blKGJS8gdtOECddPkf3X1g/LdV0UKQi+fY06jiUo1rl6O4fvUahoREDm3wo7Gbq0nNmQMniU9p4wuB57CxtzWuq1SvCiXLWHNyb5BkzkItl5pEhEYQeSWKxIREdqzbRUs309Hva2HXuHj6EklJWf/923R/icM7/Xn0MON1L7cVb1SNh6GRPLpyDS0hkZvr/CjduVmGuvKj3yDil7Voj+KNy4rUKM/tvccBSLwZhyHuHsUaVjV75lKNq3H/UhQPLkejJRiIWHsAuy5NM9TV/Mybi7M3kJTSz3jMrmtT7l+O5s7ZMLNnzSuaZjDrLb88951zpVQlpdQZpdQ8pdRJpdQypVRHpdQ+pdR5pVQzpdQEpdR8pdQupdRFpdTQlM2nAlWVUseUUt+nLCuulPo7ZZ/LlMrdt7vRtx9gb536Ub2ddVGi7zwwqXmvfQN8gy7h9v1qhizZxWfdU0+uE1dv8MoMH3rN8mVsj2bGzvr/dw6O9oSFRRrvR4RH4uhgl67GzlhjMBi4ffsONralgeTO/SH/zRw4vIlhQ8caO+s6nQ6/Az6EhPqzc8c+AgJy78XM0dGeq2ERxvvh4ZE4OdpnqAlLqXmc2TYl87/x2bCUsKuB3Ll7j9WrfXOe0Sn18bPM6JR6HAaDgbi429jalsbJMeO2jk7J2/7440TGjJlMUiYfC877/SfCrh6jZs1qzJ49P9uZnRwdCLua+lwID4/C0ckhXY29yXMh7nZyZkcnB5PnUXhYFE6ODpwKPstLL72AjU0pihQpTJcu7XF2djTZZ6tWLxAdfZ0LFy5lO3NWStnZEBtx03g/LjIGazubLOtf8G7H6V3Jo14Rp69Qu60LloWtKFa6BNWb16GUg22W25qDtV3pdPlvYm2X8fnbvF8nRu+eRrfP3mDdhEUZ1ptTaTsbYiJuGO/HRMZQ2i7rdmrj3YHju44CoJTitbEDWDFlsdlzplXQMpdxKEN05HXj/etRNyjjUOZftshcux5t2b52Z25Gy5KVvS3xaZ678ZE3sXIwPfeK1quMlaMtsdtMR/LvnwpN7sjrdRQqX45iDapSyDH7x5tdhe1L8yBN5ocRNylsb3q+laxXicKONkRvDTRZri9aiKpDPDj/wyqz58xTMq0lX1UDpgMNgFrAG0ArYCTweUpNLaAz0AwYr5SyBD4DQjRNc9E0bVRKXSNgGFAHqAK0TP9gSql3lFIBSqmAP7YFZCuoRsZRgfS9/83HQ+nRuCr/jHqFWf3aMnbVfuNoQv3yZVg91J1l73bhjz2neJSQf+/cnieZvYVKP+qa6ScNKTUBAUG84NqFtq29GDHyfQoVsgIgKSmJVs3dqV2jBU2aNKB2nRq5mDljngyZn+K4MuPu0ZeKlZpSyMrKONpuvoyZ1WS9bbduHbkefYOjgScyfcy3B39ChYqNOXPmPN6vZj1nMuvMGZc9XWYty23PnLnA9z/8wqaNf+KzYSnHTwSTmJhoUte7t2eujponB81kWRZ//yZerSjfoAo75m4A4Oze4wTvDOTj1ZPoN+MjQo+eJymvp8Fl8dxI78CSrXzXZhibpv6PDh9lPbfXHJ7mOf5YC6/WVGpQlY1zk//OHfp14fjOo8RE3sy03lwKWubMrr3Z/VTMppwNVWpVxn939l5zcyzTcy/tekWlCYO4MnFhhrLo5duJj7xJ/c3fU3HSm9wJOINmyIPX6ieNJSpFnUn9OD1haYZVNUb14tKcTRjum/9TCfHsCspPKV7SNO0EgFLqFLBd0zRNKXUCqAQcA3w1TXsEPFJKRQN2WezrsKZpYSn7OpayvV/aAk3T5gJzAR6snJStK4xdyaJExd033r8Wd984beWxNUdC+GVAOwAaVijLo8QkYu8/wqZ4YWNNlXLWFLGy4EJ0LHWd8nY07HkUER6Fs3Pq6KijkwORUdGmNRHJNRERUej1ekqWLEFMTKxJzbmzIdy7d586dWoSmKbzGBd3B7+9h+jYqTWng8+RG8LDIymfZvTVycmBiMhr6WqicHZ2JDw868xZefToET6+W/Fwd2P79r05yxgWaTJCnGnGsOTjCA+PRK/XY21dkpiYW4SFZ9w2MuIa7h6dcHd3o0uX9hQuXIiSJUuwaOEMBgwcaqxNSkpi5V/rGfHJ+yxavDJbmcPCI3Eun/pccHKyJzIiKmONs0Nq5pIliYmJTTneNNs62xMRmbztwoXLWbhwOQBfTfqUsPDUEXa9Xo+XZ1debN4tW1mfJDYqhlKOqee3tYMNcdG3MtTVaFmPTkNeZlbviRjiU980bJu9lm2z1wLQd/pHXL8UmWFbc4rLkN+W25nkfyxowwFenvxWluvNISbqJjZpRjVtHGyIjY7JUFenZQM8hvRkSu8vSUxp46qNa1DTtTbt+3WhcNHCWFha8PD+Q/76NmPn5/9z5uuR1ynnkPqF1LL2ZbgZlb03B+082uC3eR+GxLwZkIqPvIlVmueulYMt8VGpbawvXoQitSpQZ1XyF/Ity5ai5sIxnB34DfeOh3B5wgJjbd31U3h40fzn3sPIGIqkyVzY0ZaHUannm0XxwpSoVZ4XV48DoFA5a5ouHklA/x8o1bga9u4vUOvLN7C0LoqWpGF4lMDl+f+YPbdZyX9ClK/SvtVLSnM/idQ3GGlrDGT9xuNp63KkrpMtV27eIfzWXRISDWw5cZk2tUy/ZOJQqiiHQpI7BBej44hPNFC6WCHCb901fgE0IvYul2/cxrFUsdyMV2AdOXKcKlUrUbGiM5aWlvTs5c5G320mNRt9t/N6n54AeL3cld27DwBQsaIzer0egPLlHaleowqXr4RhW8YGa+vkufSFCxeibbuWnD97MdcyBwQEUa1aJSpVKo+lpSXer/bAx2erSY2Pz1b69e0FwCuvdGfXrn3/us9ixYpib18OSO4wduncnrNnL+Q4o3/AMapVq2zM2NvbEx8f04u1j88/9Ov3KgA9e3ZnZ0pGH59/6O3tiZWVFZUqladatcoc9g9k7NipVK7SlOo1XqRP3w/YuXOfsWNetWol437du3fKUfbkdk3N7O3tmXm7Ps6cpl19fLbinS6zv3/yNJGyZZNf9MqXd8TLqysrVqSOknfo8BJnz4YQHp67L8BXg0IoW8keG+ey6C31NPJowamtph+hO9WtxKtTBjPv7e+5e/O2cbnSKYqWKg6AQ60KONaqwNmUebB5JSwoBNtK9pROyd/Qozmn0+W3rZQ6TapW+0bcCI1KvxuzuhR0AbtKDpRxLofe0oIXPFoRuNV0dLZC3coMmvIu096eyp00bTxn2HQ+afkeI1u9z/Ipi9m3erfZO+YFMfOZoLM4VXbCvrw9FpYWtPdsy/6tB7K1j/ae7di+Lm+mtADcPXaBwpUdKFS+HMrSAlvPVtz6x9+43nDnPkfqDSTwhfcIfOE97h49Z+yY64pYoStSCADr1g3REg08OG/+edxxgSEUq2JPkQplUZZ6HL2ac21L6vmWeOcBW+u8w07Xoex0HUrskQsE9P+BuKCLHPCcaFx+ae4mQqavLfgd8/+wgjJynlN3gDz9JqOFXsdn7k15f9EOkpI0PBtXpZpdKX7ZHkQdR1va1nbmky5NmLTuIMv2nwGlmPhKc5RSBF6OZv6eYCz0OnQKxri7UrpY4Sc/qJmNGj8V/8DjxMbepoNXXz54qx89031p0NwMBgOjRkxgzbpF6PU6liz+izOnz/PF2GEcPXqCTRu3s3jRCubO+4ljx3dw61YcgwYkdwibt2jK8E/eIyExkaSkJD4ZNo6Ym7eoW68Wv839Hr1ej06nWLNqI5s373hCkuxlHjbsS3w2LEWv17Nw0QpOnz7HuHEjOHrkOD6+W1mwcDkL5k8j+NReYmJi6dc/9WcBz57dT8kSJbCyssTDozPd3fsQE3OLVX/Pp1AhK/R6Hbt27Wfu7zl/4TUYDHw8bCy+vv9Dr9OxcNEKgoPPMX78SI4cCcLHZyvzFyxn4cIZnA7249atWPr0Tf6OdXDwOf76ewPHg3aSaDAw9OMvMp1j/phSivl/TKNkyeKgFCeOB/PhkDE5yjxs2Jf4+ixDp9exaOEKgk+fY/y4kRw5mpx5wYLlLFwwneBgP27FxNK3X0rm0+f4++8NBAXtwJBo4OOPxxozr1g+F1vb0iQkJDL04y+IjU39lSXvV3uwYuXabGd9kiRDEqvGLeDdxZ+j0+s4tHInUefD6DL8Va6euMipbUfoMaYPhYoWYuAvyT/1eSv8Bn8M/gG9pQUf/TUBgId3H7B0+Kw8n9aSZEhi3biFvLV4DDq9Dv+Vu7h2PoxOw3sRduISp7cdocUAN6q3rI8hMZEHcfdYOeLXPM+4ZNw8Ri3+Ep1ex56VOwg/f5WXh79G6IkLBG4L4LUx/SlUtDAf/jICgJjwG0wbPDVPcxbkzEmGJGZ8OYvvln2DTqdj04othJ67zKCRAzgbdI79Ww9Qs2ENvpo3geLWxWne6UUGfdKfQR0GA2DnbEdZx7IEHcjDN5eGJEK/mEet/41D6XVEL9/Og3NXcR71GveCQkw66ulZ2lpT689xkKQRH3WTCx/NyJPImiGJk2MW0mz5GJReR9ifu7h7Nowao3sRG3SJ6C158Cs3z5v/6H9CpHLz1ynMQSlVCfDRNK1eyv2FKff/frwO+Bu4q2naDyk1JwF3TdNClVL/I3mu+ibAFxipaZp7St0sIEDTtIVZPX52p7XkN4v2ffM7Qo7YVuyY3xGy5ZEh4clFz5F/6zQ/r3L5u9p54kOHVvkdIVusnpNfhMqOKOKfXCSeyZXE208ues58k5S/vyiWXTcNhfI7Qo50v/bnc3XReLB9rln7aEU6vJMvx/vcj5xrmhYK1Etzf2BW69IsT1v/RrrVu9KsG5JrQYUQQgghRN6ROedCCCGEEEIIc3ruR86FEEIIIYTIoABO2XwaMnIuhBBCCCHEc0JGzoUQQgghRMEjc86FEEIIIYQQ5iQj50IIIYQQouCROedCCCGEEEIIc5KRcyGEEEIIUfDIyLkQQgghhBDCnGTkXAghhBBCFDzyay1CCCGEEEIIc5KRcyGEEEIIUfD8R+ecK03T8jvDc83CyqlANdCDiL35HeH/jao1PPM7wlPrULJGfkfItqURB/M7Qrbpdfr8jpAtel3B+/BUofI7QrY8TIzP7wjZVqFkufyOkG1F9Fb5HSFbrj24ld8RcuTG7XPP1Qn4YP0PZu2jFekxMl+OV0bO/2NsK3bM7wjZdvPytvyOIIQQQoiCRuacCyGEEEIIIcxJRs6FEEIIIUTB8x+dcy6dcyGEEEIIUfDItBYhhBBCCCGEOcnIuRBCCCGEKHj+o9NaZORcCCGEEEKI54SMnAshhBBCiIJHRs6FEEIIIYQQ5iQj50IIIYQQouD5j/4v9zJyLoQQQgghxHNCRs6FEEIIIUTBI3POhRBCCCGEEOYkI+dCCCGEEKLgkZFzAdDZrS2nTu7hTLAfo0d9mGG9lZUV/1v2K2eC/djvt4GKFZ2N6z4dPYQzwX6cOrkHt05tnrjPxYtmcurkHo4Fbuf3uT9iYZH8Xqpmzar47VnPvTsX+WT4uzk+lo6dWnMkcBvHju9g+Ij3Mj2WBYtmcOz4DnbsWk2FCk4ANGnSAL8DPvgd8GHfQV/cPdwAKFTIip2717DvoC+H/Dfz+RfDcpztWY2d8hOtu7+GV9+Mx5WX2nRoyc5D69kT4MsHH7+VYb2VlSWz//iePQG+rNu6DOfyjgB49erOpt1/GW+hN4KoU68mAJaWFkz9eTy7Dm9gx8H1dPXoaLb89dq4MGX7DKbumkW391/OsN7tLQ8mb53GpE0/MWrZeGydyhrX/RGykokbf2Dixh8Y+vtnuZrLza0tJ0/u4XSwH6OyOA+XLfuV08F+7Et3Ho4ePYTTwX6cPLmHTmnOQ2vrkixfPpcTJ3Zz/PguXnyhick+hw9/l4T4cGxtSz9z/k6d2nD8+E5OndrDyJEfZJp/yZLZnDq1hz171hnz29iUYsuW5dy4cZqff55ksk2vXh74+2/h6NFtfP3158+cMX3ewGPbOX5iFyNGvJ9p3kWLZ3H8xC527V5LhQrJedu3b4Xfvg0cPrwZv30baNOmuXEbS0tLZs6awrGgHRwN3I6nZ5dczdyxU2uOHttO0ImdfJLF9W3R4pkEndjJzt1rUq9vTRuy/6Av+w/6cuDgRjx6uBm3+eW3b7kU6s9h/805zpWXryG7dqwmwP8fAvz/4UroEVb9/QcAHh5uHD2ylQD/fzh4YCMtW7jm+Hgea92+BdsOrmHH4XW8N3RQJsdlyYx5U9lxeB2rtyzGqbwDkHw9+27GBDbtWYnvrhW80LJJhm3NpVW7F/HZt5JNB//m7Y/6Z1jf5EUX/tq6iKDwfbi5tzdZN+fPaRw4t43ZS380e872HV/i4JHNHD62laHD38mw3srKknkLpnH42Fa27PiL8inP5cecnB0IjQjkw4/eNC575/3+7D3og98hX979YIDZj0FkT751zpVSlZRSJ7NRv1Ap1Svl3/OUUnUyqRmolJqVmznT0ul0zJj+Ne4efanfsB29e3tRu3Z1k5o3B73OrVtx1KrTimkzfuebKV8AULt2dby9PWng0p7u7n2YOWMKOp3uX/f5559rqFuvNS6NOlCkSGHeevMNAGJiYhk2/Et++nnOMx3Ljz9NpOfLg3Bt0pler3pQs1Y1k5r+A7yJjb2NS4P2zJ41n4lffQpAcPA52rTypFVzd17xGsj0mZPR6/U8ehSPe7c+tHyxOy2bu9OxU2tcXV1ynPFZeHXrxG8/Tc6Xx35Mp9Mx+bsvGOD9AR2ae9KjZ1eq16xiUtO77yvExd6mddPuzPt1CWMmDAdg7d++dG3zKl3bvMqw9z4n7EoEwSfPAvDRiHe4cT2Gts086NDck4P7AsySX+l09Js0mJ8Hfs0XnYbxQo9WOFZzNqm5EnyJSR6jGdf1EwI2HcR7TD/juviH8YzvNpLx3UYyY/DUXMv1+Jzx8OhLg4bteC2L8zD2Vhy167Ri+ozfmZLmPOzt7UlDl/a4pzkPAX7+aRL/bNlJ/fptaNKkE6fPnDfuz9nZkY4dWnP5cliu5J8+fTKengNwcemAt3cPatUyzT9wYG9iY+OoW7c1M2fOY/LkMQA8fPiIiRN/5LPPvjapt7EpxTfffE7Xrq/TuHFH7OzK0K5dy2fO+jjvTz9P4mWvgTRp3IlXX+1BrXTXigEDvYmNjaNB/bbMmvkHX01OfjN28+YtevV6i2bNuvDO4BHM++Nn4zajPx3C9es3cWnYniaNO+LndyhX8qbN/IrXQJo2dvvXzA3rt2N2mszBp87yUssetHixO15eA5gx42v0ej0Ay5aswstr4DPlysvXkLbtX6GpqxtNXd04eOgIa9ZuAmDHDj8aN+lEU1c3Br8zgjlzfsjxMT0+ronffsag3kPo3LInHq90oVoN02uddx8vbsfeoX0zT+b/toxPx38MwGv9XgGga2tv+vd6j88nfYJS6pnyPG3mL6aO4r03htHjpdfo9rIbVWtUNqmJDL/GFx9/he/qfzJsP/+XpYwZMiFPcn7743h69xxMS9duvNLLnRo1q5rU9On/KrGxcTRz6cRvsxcyfuIok/WTv/mc7Vv3GO/Xql2dfgO8cWvXizYteuDWuR1VqlY0+7GYhZZk3ls+KZAj55qmva1pWnBeP24z10aEhIRy6dIVEhISWLlyHT08OpvU9PBwY8mSvwBYtcqX9u1apSzvzMqV64iPjyc09CohIaE0c230r/vctHmHcb/+/sdwdk4eabh+/SYBR4JISEjI8bE0bdqQixcvExp6lYSEBFb97UN3904mNd3dO/LnslUArF2zibZtWwDw4MFDDAYDAIULFTL5JaN79+4DyaMhFpYWaPn0M0dNXepjXbJEvjz2Yy5N6hN66QpXLoeRkJDIhtWbcOvazqTGrVs7/l6+HoCN67bSsvULGfbj2bMr61ZtNN737vMys6fNA0DTNG7FxJolfxWXakRfjuL61WsYEhI5vMGPRm6mI2xnDpwk/mE8ACGB5yhtb2uWLGmlP2dWrFyHR7rz0COL89DDozMrMjkPS5QoTqtWLzB/wZ8AJCQkEBd327i/H36YwJjPv86V57Orq4tJ/r/+2oCHh5tJjYeHG0uX/g3A6tUbjR3t+/cfsH+/P48ePTSpr1y5AufPX+LGjRggufPl5dX1mbMCNG3qwsWQ1GvF339vwN3dNK97dzeWLU2+VqxZs9F4rQgKOkVUZDSQ/Ka+UKFCWFlZAdC//6v88P0vQPLz+ObNW7mSNzlzwwyZM1zfundKk/nprm/79h1+pvMtr19DHitevBjt2rZk3brkEf/H12mAYkWLPvPzumHjely+dJWrl8NJSEjEZ80WOnVta1LTsWtbVi3fAMCm9dto8VIzAKrVrMK+vYcBuHnjFnfi7lDfJcPYW66r37gOVy+FEXY5goSERDau3Uq7Lq1NaiKuRnIu+AJaJlMnDu0N4N7d+xmW57bGTRtw6eJlLqc8l9es8qVrd9NPS7t278DyP9cAsH7tZl5q2zzNuo5cDr3K2TMXjMtq1KzKEf8g43N9/77DGc4Pkb/yu3OuV0r9rpQ6pZT6RylVRCnlopQ6qJQ6rpRao5TK8BmyUmqXUqppyr8HKaXOKaV2Ay3T1HgopQ4ppQKVUtuUUnZKKZ1S6rxSqmxKjU4pdUEpVeZpwjo62XM1LMJ4Pyw8EkdH+yxrDAYDcXG3sbUtjaNjJts62T/VPi0sLOjTpydbtux8mphPxcHRnrCwSOP9iPBIHB3s0tXYGWsMBgO3b9/BJuUj/aZNG3LIfzMHDm9i2NCxxhcznU6H3wEfQkL92bljHwEBQbmWuaCxdyhHRHiU8X5kxDXs0rVx2hqDwcCd23cpbVPKpMbj5S6sW5084lUy5Q3HyM+H4LtzBb8u+JEyZc3TIS5tZ0NMxA3j/ZjIGErbZf1Yrb07cGLXUeN9y0JWjFv/LWPXfEMjt2a5lsvRyZ6wNOdMeHgkTk95Hjo5ZtzW0cmeKlUqcuPGTf6Y9zP+h7cw57fvKVq0CADu7p2ICI/k+PHcGQ9wzCyDo12WNY/PvX+bThMScpkaNapSsaIzer0eDw83nJ0dcymvHWHhpnkdMuRNrckqr5dXV44HnSI+Ph5r65IAjBs3gn37fViydDblyj3VZfgpM9sTFp56fQsPj8p4rXa0M9YYDAbi0mRu6uqCf8AWDvlv5uOPvzBe3545Vz69hnh5dWXHzn3cuXPXuMzTswsnT+xm/bpFDB484pmOy96hHJER14z3k691ZU1q7BzKEZnJte70qXN06tIWvV6PcwVH6jWsg6OTaX5zsLM3zXwtIho7+7L/skX+cHCwIyIs9XUkIiIqw/nn4GBHePrXapvSFC1ahKHDB/P9VNMJBaeDz9O8ZVNK25SiSJHCdHRrg2PK4F+Bk5Rk3ls+ye/OeXVgtqZpdYFYoCewGPhU07QGwAlgfFYbK6UcgIkkd8o7AWnfbvsBL2qa1ghYDozWNC0JWAr0SanpCARpmnaDp5DZR23pRxwyr8l626fZ56yZU9i79xB++w4/TcynktmnhhmOhUyLAAgICOIF1y60be3FiJHvU6hQ8mhYUlISrZq7U7tGC5o0aUDtOjVyLXNBk/PnS2qNS5P6PHjwkHOnk0c99BZ6HJ3sCTgUSPd2vTniH8TYSc/2wpqlp8j/WHOv1lRqUJVNc9cZl41s8S6TenzKnKHTeGPcIMpWsMt02+zHyv3z0EKvp1Gj+syZsxjXZp25d+8+o0cPoUiRwoz5bCgTJj7bx/65kz/r0c3Y2DiGDv2CJUtms33731y+HEZiYuKzh33aLE+oqV27Ol9N/oyPPkqeC29hocfZ2ZEDBwJo2cKdw4eOMmVK7s2Tf9Y2DvA/hmvTzrR5yZMRIz8wXt/yL9ezvYa85u3J8hVrTZatW7eZevXb0LPXW0ycYDoNItuyfqlILcki51/L1hEVeY1125bx5dejOHo4iMRcejP0rzLLzPP3H9rk+DmDxqefD+W32QtNPikBOH8uhBk//86qtQtYufoPTp04gyGXrhcid+R35/ySpmnHUv59BKgKlNI0bXfKskVA60y3TPYCsEvTtOuapsUDK9Kscwa2KKVOAKOAuinL5wOPv/nxJrAg/U6VUu8opQKUUgFJSfeMy8PDIimfZjTK2cmByMhrJtumrdHr9VhblyQm5hbh4ZlsG3Htifv8cuxwypa1ZeSoCf/SDNkXER5lnCYD4OjkQGRUtGlNRGqNXq+nZMkSxKT7SPfc2RDu3btPnTo1TZbHxd3Bb+8hOnb6tz/ff1tkxDWTESAHRzui07Vx2hq9Xk+JksWJvRVnXN/jFaU0os0AACAASURBVNMpLbdiYrl/7z6bfbYD4LtuC/Ua1jZL/ltRN7FxTB3NtHGwITY6JkNdnZYNcB/Sk+lvf0NifOoFPjY6eZrC9avXOHPwFBXrVs6wbU6Eh0WajAo7OTkQ8ZTnYVh4xm0jI64RFh5JWFgkh/0DAVi12pdGLvWpWrUSlSpV4EjAVs6fO4izswOHD23Bzi7nI2zhmWWIjM6yJqtzL72NG7fRurUnbdu+zPnzF7lwITTHGU2zROHsZJo3Kl3eiDQ16fM6Otnz5/I5DH77Ey5dugIkz0W/d+8+69dvAZKn7jR0qZcreZMzR+LslHp9c3Kyz3itDo8y1uj1eqwzaeOzZ0O4f+8+deqaXt9ynCsfXkNsbErj6tqIjRu3Z5ppr98hqlSp+H/s3XdYFMcfx/H33AmWRIyaRAV7SzTGEtHYFQsWQOyaqFETjYm9R2NP1JhmbzHGbmJvFAsqqNixoIiKvYCdYooFYX5/3IkcYEEPAX/f1/Pck7vb2eVzl93ZudnZ8aVudL4WdsOiN9dU191MUOY6eZKo62JiYhgz7FdcndrQtX1fsmbLyoWzl144y/O6ftUycy77d7lx7bn66V6psLBr2Od9fB6xt8+d+PgLu4ZDgnN1RHgkHzmWYeR3Azl0bBtdv+5AnwFf8cWX7QBYsmgltWs0xa1hWyIiojh79uKr+1DWpHXKPp6DUqqBUuqUeSRGotkPlFL5lVK+5pEcR5VSjZ61zdRunN+P9zwGeOtJBZ/iSd/eVGCa1vpDoCuQCUBrfRm4rpSqjalxvyHRBrWerbV21Fo7GgxvxL1/IOAIRYsWomDBfNjY2NCqlTsenpY3inh4bqZ9+5YANG/ugq/frrj3W7Vyx9bWloIF81G0aCH2Hzj81G1+3ukTnOvVom277lYfu33w4FEKFylIgQJ5sbGxoXkLV7y9tliU8fbayidtmwPQpGlDtm/fAxB36RwgXz57ihUvzMVLV8j5dg6yZTMNu8iUKSO1nKpy+tQ5q+ZOTwIPBVGocAHy5XfAxiYDbs0a4rPRz6KMzwY/WrRpDEAj93rs3vn46ohSChd3ZzxWW84MsWXTdipXM439rlqjUop9x+cDz/BuwTy8nfddjDYZqOhWjcM+ljef5v+gEB3GdWVK5/H8ffvxGO0sdm+QwdY0u9Cb2bNSrPz7hJ1++ZspIfFx2LqVO54JjkPPJxyHnp6baZ3EcXj9+k2uXAmjeHHTjVa1a1fjxIkQgoJO4pC3DMWKV6JY8UpcuXKVih/X5/p1y4ZHcgQEBFrkb9nSDU9PnwT5fWjXrgUAzZo1ws9v9zO3+455eNNbb2Xjyy/bM888fv5lHTwYSJGij+uKFi3c8PKyzOvl7UPbdqa6omnTRmzfbsqbLZsdq1fNY+SIn9i796DFOt7eW6lRoxIATk5VORnvBtyXz3w0UeZE9Zv3lniZn1S/OVCseGEuWeFGYHj15xCAFs1d8fLewv37j0+3RYoUjHtermwpbG1tXmrM/9HDxylYOD9589tjY5MB16b12ZKgrtu6cTvN27gB0LBxXfbsPABApsyZyJwlEwDVan5MTEwMZ0JS/rwRdPgE+QvnwyF/HmxsMtCoST18N+149oqv2OGDxyhcuCD5zfty0+YubEzwQ2uj9zbafGKaTatxkwbsNO/Lbg0+5aMPa/PRh7X5beYCJv0yiz9mLwbg7bdzAKaZXFwbO7N6pecr/FSvD6WUEZgONMQ0euOTJCYsGQYsN4/kaAPMeNZ209o851FAhFKqutZ6J9Ae2P6U8vuAyUqpnMAdoCXwaJBzNiDU/DzhPEFzMA1vWaS1fu7rZzExMfTuMwxvrz8xGgzMX7CM4OAQRo0cQMDBQDw9fZg7bykL5k/hZLA/ERGRfNrONE1acHAIK1d6cCzQl4cxMfTqPZRY83impLYJMGP6eC5evIL/TtMNg2vXejNm7CRy5XqHfXs2YGf3JrGxsfTq2YUPy9SyGE/4PJ9lYP9RrFm3AKPRwKKFKzh54jRDh/Xh0KFjbPDeysIFy5g9ZwJHjm4jIiKKTh16AVC5iiN9+31F9MOHxMbG0q/PCMJvR/BBqfeZNftnjEYjBoNizSpvNsa7qfVVGjhyPAcOHyUy8g51mrSj2xftaZ7gJqmUFhMTw/BB41i0chZGo5FlS9YQcvIs/YZ059jh4/hs9GPZ4tVMmvUDOwK8iIyIokfnQXHrf1ylPFfDriVqGPwwaiKTZv3AyHHfEH4rnP49hqdI/tiYWJaMmEP/hcMxGA3sXL6NsNOXadK3DReOneHIlgBaDfmMjFky0W2GaWjN7dBbTOkyHvuieekwriuxWmNQCq+Zawg7Y50GzqPj0CvBMTNy5AAOxjsO58+fwgnzcdg23nG4YqUHR5M4Dvv0Hc7CBVOxtbXh3PlLdO7czyp5k8rfp89wPDwWYTQaWbBgGSdOhDBiRD8OHjyGl5cP8+cvY+7cSRw/voPw8Eg++6xH3PqnTu0ia9as2Nra4OZWH1fXdpw8eZpffx3Fhx+azgnjxk3izJnzVsvbv98I1q1fiNFoZOHC5Zw4cZphw/ty6NAxvL22sGD+cub8MYGjx/yIiIikw2c9Aej61WcULlKAwUN6MXiIqf5o7NaemzdvM3zYeOb8MYGffhrBrVvhdO36kkMrEmUeydr1C+Pqt8SZlzHnj4kEHvMlIiKKjubMlatUoH//x/Vb3z7D4xqu8+ZPpnqNSuTMmZ1Tp3czdswkFi5Ynqxcr/IcAtC6VWN++nm6RY5mTRvRrl0LoqMfcu/uPT5tm3h6zOR+36MG/8iCFTMwGAys+HMdp0+do8/grzl2JJitG7ezbMlaJswYw7b964iKvEOvLqYOxpxvZ2fBihnExsZy/epN+n097KWyJCfz2CG/MHvpFAxGA2v+8uDsqfP0GPQlxwNP4LtpJ6XKlmDyvJ+weysrtZyr031gF9xrfgLAwnW/UahoAbK8kZmthz0Y0XcMu/ysN+NQ/JyDB37HijV/YDAa+XPRSk6dPMPgob04ciiIjRu2sWThCmbM/pn9R3yIjIiiS6e+z9zuvMXTyJHjLaKjHzKo/2iiIu88c500KfXnOa8InNFanwNQSi0F3IH4NylpwM78PBsQxjOo1JpNQylVEPDUWpcyvx4AvAmsBWYBWYBzQCetdYRSar65/EqllB8wQGsdoJTqBAwBrgJHAKPWuodSyh2YiKmBvheooLWuZf5bNsBtoKLW+uTTcmawdUh7g9CeIotNxtSOkGy3L255dqE0qEhx99SO8Nzq2KW/sf+Lw/amdoRkMxqMqR0hWYyG1L54mnxJ3guTht17+CC1IyRbfrt3UztCsmU2Wue+gFfl+l3rzU70Kt26E5KmDsC78walaBsty+c/dwXiTy4/W2s9+9EL8xTfDbTWnc2v2wMfa617xCuTB9gMZAfeAOpqrS0vJSaQaj3nWusLQKl4r+PfcVUpifId4z2vFe/5PJIYN661XgesS/i+WRlMN4I+tWEuhBBCCCHSqBTuOTc3xGc/pUhSP1YS/mD4BJivtf5VKVUZWKSUKmWepCRJaW1YS4ozD9b/mscztgghhBBCiPQmFf+hILMrQL54r/OSeNjKF0ADAK31HqVUJuBt4AZPkP6uab4krfV4rXUBrbV/amcRQgghhBDp1gGgmFKqkFLKFtMNn+sTlLkE1AFQSpXANEHJU2cV+L/rORdCCCGEEOmfjk3d2wK11g+VUj2ATYARmKu1Pq6U+g4I0FqvB/oDvyul+mIa8tJRP+OGT2mcCyGEEEII8QK01t6Ad4L3RsR7Hky8f8H+eUjjXAghhBBCpD+pP5Viivi/G3MuhBBCCCFEWiU950IIIYQQIv1J/dlaUoT0nAshhBBCCJFGSM+5EEIIIYRIf1J5tpaUIj3nQgghhBBCpBHScy6EEEIIIdIfma1FCCGEEEIIkZKk51wIIYQQQqQ/r2nPuTTOn8GgVGpHSJb7MdGpHeH/xtmQdakdIVns8jmldoRkyZbpjdSOkGwxr+mJIi3JlME2tSMky5u2mVI7QrKF/XM7tSMkW0xsTGpHEMJqpHEuUl2R4u6pHSHZ0lvDXAghhHjtaJmtRQghhBBCCJGCpOdcCCGEEEKkP6/pUELpORdCCCGEECKNkJ5zIYQQQgiR/si/ECqEEEIIIYRISdJzLoQQQggh0h/9eo45l8a5EEIIIYRIf2RYixBCCCGEECIlSc+5EEIIIYRId7RMpSiEEEIIIYRISdJzLoQQQggh0h8Zcy6EEEIIIYRISdJzLoQQQggh0p/XdCpF6Tm3EmfnWgQd205wsD8DB3RPtNzW1pYli2cQHOyP/04PChTIC0COHG+xedNywm+fYtKkMXHlM2fOxNq1Czh21I8jh7cydswQ62euV4tjR/0IPr6TAQO6JZl58aIZBB/fyc4d6y0yb9q0jNu3TjJp4vcW63isX8SB/Zs4fGgL06aOw2Cw3i5Ws05VfPetZ0eAF916f5FEXhum//EzOwK8WOezhLz57AFo0sKFDdtXxD0u3AqkZKn3ALCxycD4iSPx2+/Btr3raehW12p5k2PYuAnUcGlDk3Zfpcrff5J69WoSGLiNoKDtDBjwdaLltra2LFo0jaCg7ezYsZb8+U37SO3a1di1y5MDBzaxa5cnNWtWSbGMtetWZ+/Bjew/4kOvvl8mkdGGOfMmsf+ID5u2rSBffgeL5Q5583Ah7DDde34OQNGihfD1Xxf3OH/lEF27dbBq5jp1a7D/0GYOBm6lT7+uSWS25Y8FkzkYuBUf35VxmT8qX5odu9ezY/d6du7xwMWtXtw6Xbt1YPd+b3Yf2MBX3TpaNe/LZH4kb948XL4WSI9epmM3Y0ZbtvitYuceD3Yf2MDgob2tmtepTjV2HvBi96GN9OjTOYm8Nsya+yu7D23Ea8tS8ua3j1tW4oPieGz+E78969m2ay0ZM9oCYGNjw8+TRuEf4M3O/Z64NK6XaLsvm9n/gDd7npL5t7kT2HNoI95blpIvQWbPzX+xfY8HvrvWkTGjLZkzZ2Lxslns3O/F9j0eDB3Zz6p546tXryZHj/py/PiOJ55PFi2azvHjO9ixY13c+aROners3u1FQMBmdu/2olYt69cVzs61CArawYlgfwYOfML5eclMTgT7s8v/8fkZYNCgHpwI9icoaAf16tW0WM9gMHBg/ybWrllg8f53333D8eM7OXrUjx7dP08XmQEmTfyeiPCQF8orrCtdNM6VUn5KKcdnlOmolJr2qjLFZzAYmDx5DG6N21OmjBOtW7tT4v1iFmU6dWpDRGQUJUtWY8qU3xk39lsA7t27z6jRP/PN4O8TbXfixN/4sHQtKlRsQOXKjtSv72T1zI3dP6NM2dq0buXO+wkzd2xDZGQkJT+ozpSpcxg75nHm0aN/YfDgMYm2+2nbr6lQsT7lPqrL22/npHlzV6vlHfPTUDq06kadyu40bt6QYu8VtijTul0zoiLvUMPRhTkzFzFkVF8A1q70omHNljSs2ZI+X33LlUthBAedAqBn/y+5dTOcWhXdqFPZnb27AqySN7maNKrHrAmJv8/UZDAYmDTpe9zdO1CuXF1atmycaB/p2LE1ERFRlCpVk6lT/2Ds2MEA3L4dQYsWn1OhQn26dOnH3LkTUyzjj7+OpHXzLlSt0IhmLVwp/l4RizJtP2tJZGQUFcvWY9b0+YwcPdBi+ZgfvmWrz46412fOnMepmjtO1dypU6Mp/929i5eHj1Uz/zxhFC2bfUElxwY0b+nKe+8XtSjTvkNLoiKjKF+mDjOnz2PU94MAOBEcglP1ptSo0pgWTT5n4pQxGI1GSpQsRoeOralTsxnVK7lSv6EThYsUSBOZHxn741C2xPue799/gLtLe6pXdqNGZTfq1K2OY4WyVss77pdhtG3RlZofu9GkRaNE+8Un7ZsTFXmHKh81YPaMBQwb1R8Ao9HItNk/8k2/0dSq3Jjmrh2Ijn4IQO8BXbl1M5xqjo2o8bEbe/wPWCXvo8w//DKcT1t8SY2P3WjawiVR5k/btyAyMorKHzXgtxkLGTZqQFzm6bN/YlC/UdSs7EazeJlnTptL9You1K3RjAofl6N23epWyxw/++TJY3B370DZsnVo1SrpuiIyMooPPqjB1KlzGGPucLp1K5zmzT/H0dGZzp378scfk6yebcrksbi5taN0GSfatG5CiRKW2T7v9AmREVGUKFmNyVN+Z9y4oQCUKFGM1q3cKVO2Nq6ubZk6xbLDqVfPzpw4edpiWx0+a0W+vPaUKlWD0qVrsWz5ujSfGaD8R6V5661syc6a6mJ1yj5SSbponKd1FSqU5ezZC5w/f4no6GiWL1+Hm5uzRRk3N2cWLVoBwKrVXjg5VQPgv//usnv3Ae7du29R/u7de2zfvhuA6OhoDh8JwsEhT8plXrE+6cyLVwKwerUXTk5VLTPfv59ou3///Q8AGTJkwNbWBq2ts3OXLf8hF85f4tLFK0RHP8Rj9QacG1r+WHFu5MTKpesB8F7nQ9UaHyfajnvzhqxb5R33ulXbpkyfNAcArTUR4ZFWyZtcjmU/JJtd1lT520/yaB+5cOEy0dHRrFjhgaurZU+hq2s9lixZBcDq1d7UqmXaRwIDj3P16g0AgoNDyJgxI7a2tlbP+JFjac6fu8hFc8Y1q7xo6GJ59aOhSx2W/rUGgPVrN1K9VuV4y+py8cJlTp08k+T2a9SqzIXzl7hyOcxqmcs7luFcvMyrV3rRKFHmuvy1xJR53ZqN1DRnvnv3HjExMQBkzJQx7vgq/l5RDuw/Erd8l/9+XBMcz6mVGaCRa10unr/MyROWjYJ///0PMF3BsrGxXn1RrvyHXDj3qL6IZt2qDdRvVNuiTINGtVn+11oAPNdtpnrNSgDUrF2VE0EhcT/gIyKiiDVP19ambVOmTPwdMNUX4VasL8qVL835eJnXrvJOlLl+o9os/2udOfMmqpkz16pdleCgU/EyRxIbG8vdu/fYtXM/YDqPHDsaTB773FbL/EjC88mKFR5Jnk8Wx51PvOPOJ6a64jpgqisyZbJuXVGxQjmLbMuWr8PNrX6ibHHn51Ve1Dafn93c6rNs+ToePHjAhQuXOXv2AhUrlAPAwSEPDRvWYe7cvyy21bXrZ4wZOzFuX75583aaz2wwGBg/fjiDh6StDqL/ZynSOFdKDVJK9TI/n6iU2mZ+XkcptVgp5ayU2qOUOqSUWqGUetO8vLxSartS6qBSapNSKk+C7RqUUguUUmPMrzsppUKUUtuBqvHKuSml9imlDiultiilcpnXPa2Ueifets4opd5+2c/rYJ+HK5evxr0ODb2GfYKGtIN9bq5cMZWJiYkh6s4dcubM/lzbz5bNDheXuvj6+r9s1Dj29rm5fOVxgyM09CoOCSpte/vcXDGXiYmJ4c6dv58rs6fHYq5cPszf//zL6tVeVsmbO8+7hIVei3t9New6ufLkemKZmJgY/r7zD9lzvGVRxq1pA9at3gCAnbkxPODbHnj5LmPmvF95+52cVsn7OrCPt8+CeR9xSP4+0rRpIwIDj/PgwQOrZ8yTJxdhVx7vF2Fh18hjnytRmdB4x96dO3+TI0d2smTJTK++Xfh5/JMvuDVt7sLqldbZh+Py2D/OAxAWmjizvX2CzFH/kMP8vZZ3LMPuAxvYtc+Lfr2HExMTw4ngEKpUrUD2HG+ROXMm6jnXwiGv9X7Mv0zmLFky07tvV378YWqi7RoMBnbsXk/I+X34bfPnYECgVfLmzpOLUIv64hq587ybqEz8+sK0X7xFkaIF0Gj+WjWbzdtX0q2XaViCXTZTffHN0J5s3r6S2fMnWrW+yJNEHZcnT+J9OSz08Xf8tzlz4aIF0cBfq35n8/ZVdO+VeNifXbasODdwYuf2PVbL/Ej8egBMdYV9ov0jdeoKe4fE2RKd6xwenw9jYmKIijKdnx2S+lzmOvDXX0czZMiYuB9ujxQuXJCWLRuzd483HusXUbRooTSfuXu3Tnh6bubatRvJzprqYmNT9pFKUqrnfAfw6NqZI/CmUsoGqAYcA4YBdbXWHwEBQD/z8qlAC611eWAuMDbeNjMAS4AQrfUwc8N9NKZGeT2gZLyy/kAlrXU5YCkwSGsdCywG2prL1AUCtda3EoZXSn2plApQSgXExvz7zA+rVOL3EvYAqSQKPU8vkdFoZNGi6UyfPpfz5y89s/zzep48z/O5kuLq1o4CBR3JaGsb1zvysp4v79PLlC3/IXfv3iPkhKmX1JjBiL1DbgL2HcbFqTUHDwQy7Lv+Vsn7OrDGfl2iRDHGjBlMjx7Wv2fief7+E8ug+ebbXsyaPj+u9zYhGxsbGjSqw/o1G6wT9ml5Eh5XTylzMCCQKhUaUqdmM/r2/4qMGW0JOXWWyRNns2b9AlauncvxoBM8fBiTJjIPHtqbmdPnJfk9x8bGUqNKYz54rxofOZahRMliicpYLe/zlNEaozEDFSt9RPcug3Bv0I6GrnWpVqMSGYxGHPLm4cC+wzjXbMHBA0cYOWZgom1YN/PzHG+QwWjk40of0b3LQNwbtI3L/IjRaGTWnF+Y89tiLl28YrXMT8+V3LqiOGPHDrF6XfHi2Z68bqNGdbl54xaHDh9LtDxjRlvu3btPpcqN+GPun/w++9c0nTlPnlw0b+7KtOlzk51TpJyUapwfBMorpbIC94E9mBrp1YG7mBrSu5RSR4AOQAHgPaAU4GN+fxiQN942fwOCtNaPGuwfA35a65ta6wfAsnhl8wKblFLHgIHAB+b35wKfmZ9/DsxLKrzWerbW2lFr7WgwvvHMD3sl9Cp58z3upXJwyM3VsGuJy5h7soxGI9ns7J7rkujMGT9y5sx5pk7945llkyM09Cr58j6+mcjBIQ9h5kuLj8tcI6+5jNFoxM4u63Nfxr1//z6eXj64uVrn0vrVsOtxv/7B1JN3I8Gv/PhljEYjWe3eJDIiKm5542aWQ1oiwiP579//2Oi5FQCvdZsoVaaEVfK+Dkz//+Pv13kIC0u4j1x94j7i4JCbZctm07lzP6v+sIwvLOwa9nkf7xf29rm5dvVGojIO8Y49O7usRIRH8pFjGUZ+N5BDx7bR9esO9BnwFV982S5uvbr1anA08PgLXZZ+aubQaxa92vYOSWQOTZA525uJhlyFnDrLf//dpUTJ4gAsXriCWtXccan/KRHhUZw7eyFNZHasUIbR3w8i8LgfX3frSL8BX9Ola3uLde9E/Y3/zn3UqVvDKnmvhl2zuMqTxz43168mrC+uWdQXdnZZiYiI4mrYNfbsOkB4eCR3795jm88OPixTknBzfeHtsQUAj7Wb+LB0SawlLIk6Lql9+dFVWVMdl5WIiEjCwq5bZN7qs4PSZR5n+2XyaM6du8jvMxdaLW988esBMNUVVxNkf1ZdsXz5bL74oi/nzl20brYribMlOtddeXw+NBqNZMtmR3h4hPm8neBzhV2nShVHXF2dOR2ylyWLZ+DkVJUF86cApnP9mjWmq21r127gww+Tf055lZnLli1FkSIFOXliF6dD9pIlS2ZOBFvvKn2KkzHnz09rHQ1cADoBu4GdgBNQBDgP+Gity5ofJbXWXwAKOB7v/Q+11vFbdrsBJ6VUpvh/6gkRpgLTtNYfAl2BTOZcl4HrSqnamBr3VukSCwgIpGjRQhQsmA8bGxtatXLH09PyBjJPTx/at28JQPNmLvj57XrmdkePGki2bHb07z/SGjGTyFzwceaWjZPO3K4FAM2eI/Mbb2Qhd27TpWOj0UiD+rU5dSrpsbzJFXgoiEKFC5AvvwM2Nhlwa9YQn41+FmV8NvjRok1jABq512O3eawlmHoTXNyd8Vi90WKdLZu2U7laBQCq1qjE6VPnrJL3dfBovy5QwLSPtGzphpeX5T7i5bWFtm2bA9CsWaO4+ySyZbNj9ep5jBjxE3v2pNxNtocPHqNw4YLkL5AXGxsbmjZ3YaP3VosyG7230eaTpgA0btIg7rK+W4NP+ejD2nz0YW1+m7mASb/M4o/Zi+PWa9bSldUrPK2e+dDBoxQpUiAuc7MWLmxIlHkrn7Q1ZXZv2oAd2/cCkL9AXoxGIwD58tlTtFghLl0KBeDtd3IApllRXN2dWbnCI01kbuT8CWU+qEWZD2oxc8Z8Jvwyk99/W0TOt3PEDRXJlCkjtZyqcDrEOsffkUNBFCpSgHwFHLCxscG9eUM2bfC1KLNpgy+tPmkCgKu7M/479gHgt3UXJT94j8yZM2E0GqlUtQIh5nps80Y/qlSvCEC1mpUIOXXWKnlNmY9RuEgB8pszN2neiM0JMm/e4EurT9zNmeuza8dec2Z/SsTLXLlqhbhs3wztTVa7rAwf/IPVsiaU8BzYsqVbkueTdnHnk0b4+T2uK9asmc/w4T+mSF1xIOCIRbbWrdzx9NycINvmx+fn5i74ms91np6bad3KHVtbWwoWzEfRooXYf+Aww4aNp1BhR4oVr0Tbdt3w9d1Fh469AFi/fiNO5ntvatSozOnTyd+nX2XmDRu2ki9/OYoVr0Sx4pXMP/irJTuzsK6UnOd8BzAAUw/1MWACph71vcB0pVRRrfUZpVQWTD3dp4B3lFKVtdZ7zMNcimutj5u39wdQA1ihlGoK7AMmK6VyAneAlsCjAYvZgFDz84RzoM3BNLxlkdbaKtd9Y2Ji6NNnOF6eSzAYDSyYv4zgEyGMHDGAg4cC8fT0Yd68pcyfN5ngYH8iwiNp1/7xVFMhp/ZgZ5cVW1sbGrvVx8XlU+78/Q9DhvTm5MnT7N9nalDOmDmfefP+elKMF8rs6bEYo9HI/AXLOHEihBEj+nPo4FE8vXyYN38p8+ZOIvj4TsLDI2n/2ePpnE6d2o1dVlNmN7f6uLi2JTw8glUr55Ixoy1GowE/v93M/n3xU1IkL+/wQeNYtHIWRqORZUvWEHLyLP2GdOfY4eP4bPRj2eLVhYmjqAAAIABJREFUTJr1AzsCvIiMiKJH58ezRXxcpTxXw64luqT7w6iJTJr1AyPHfUP4rXD69xhulbzJNXDkeA4cPkpk5B3qNGlHty/a0zzBDUCvWkxMDH37jsDDYyFGo5EFC5Zz4sRphg/vx6FDR/Hy2sL8+cuYO3ciQUHbiYiIpH37HgB89VUHihQpyODBPRk8uCcAbm7trd4LHRMTw+CB37FizR8YjEb+XLSSUyfPMHhoL44cCmLjhm0sWbiCGbN/Zv8RHyIjoujSqe8zt5s5cyZqOlWhX2/r7w8xMTEM6j+aVWvnYTQaWbJoBSdPnGbIsN4cORTEBu+tLFqwnFlzfuVg4FYiIiL5omMfACpXdqR3/648jI4mNlYzoO9Iwm9HALBwyXSy58jOw+hoBvYbRVTknTSR+Uly53qHGbN/xmg0YDAYWLPam00bfZ+6TnLyfjtwLH+t+h2j0cDSxWsIOXmGgd/2IPDwcTZv8OWvRauY+tuP7D60kciISL763DTzSVTUHX6bvoAN25ajtWarzw62bjbNMjN21ASm/jae734YzO1bEfTtPtQqeR9nHsNfq+ZgNBr4a/FqTp08w6Bve3LkcBCbN/jy56KVTPvtR/Yc2khkRBRdP+8fL/N8Nm5bEZd5y+bt5LHPRd+BXxFy6iw+O0w3bs+d/Sd/LlpptdyPsvfpMxwPj0XmuuLR+aQfBw8ew8vLx1xXTOL48R2Eh0fy2WemuuLrr011xZAhvRgyxNTAdXVtZ7W6IiYmht59huHl9SdGg4H5C5YRHBzCyJEDOHjQdH6eO28p8+dP4USwPxERkbRtZzo/BweHsGKlB0cDfXkYE0Ov3kMTjddO6KefprNwwTR69+7CP//8R9evkj/06VVnTtde03nOlbXujk+0YaXqABuBt7TW/yqlQoBZWusJ5p7rH4GM5uLDtNbrlVJlgSmYGtcZgEla69+VUn7AAK11gFJqNFAc09jxDsAQ4CpwBDBqrXsopdyBiZga6HuBClrrWuZcNsBtoKLW+uSzPodtxrzp6t+GTWq8WVqXK8tbzy6UxpwNSf70WKnNLp/1puJ8Fd6wyfjsQmlMzOt8EkwjMmWw/qw/KSnhuPH0IPLes++1SmtiYq13j4V4sugHoWmqkfHv8FYpeoC98f3yVPm8KdZzrrXeCtjEe1083vNtQIUk1jmCqXc84fu14j2PP8ZjHkmMG9darwOe1Hoqg+lG0Gc2zIUQQgghRBqViuPCU1JKDmtJc5RSg4GveTxjixBCCCGEEGnG/1XjXGs9Hhif2jmEEEIIIcTL0a/pUEL5F0KFEEIIIYRII/6ves6FEEIIIcRrQsacCyGEEEIIkUa8po1zGdYihBBCCCFEGiE950IIIYQQIv15Tf8RIuk5F0IIIYQQIo2QnnMhhBBCCJH+yJhzIYQQQgghREqSnnMhhBBCCJHuaOk5F0IIIYQQQqQk6TkXQgghhBDpz2vacy6N82fQOn39j09veQHq2BVP7Qj/F+5c9k3tCMlWumSb1I6QLNfvRqR2hNfev9H3UjtCstyPiU7tCMl2tGCp1I6QbAvvZU/tCMky4fqu1I4g0jBpnAvxAuzyOaV2hGRJjw1zIYQQ4qliZZ5zIYQQQgghRAqSnnMhhBBCCJH+vKZjzqXnXAghhBBCiDRCes6FEEIIIUT6Iz3nQgghhBBCiJQkPedCCCGEECLdSY/TRz8P6TkXQgghhBAijZCecyGEEEIIkf7ImHMhhBBCCCFESpKecyGEEEIIkf5Iz7kQQgghhBAiJUnPuRBCCCGESHf0a9pzLo1zIYQQQgiR/rymjXMZ1vISnJ1rERS0gxPB/gwc2D3RcltbW5YsmcmJYH92+XtQoEDeuGWDBvXgRLA/QUE7qFevJgDFixch4MDmuMftWyfp1bMzAM2bu3LkyDbu37tM+Y9Kp5nMjxgMBg7s38TaNQvi3pv92y8cDPDh0EEfli6dzRtvZHnh3AmVqlmWcVunMN5vGo2+bpr4c37hxhifSXy3YQIDl4wkp8M7ccv+OLuc0d6/MNr7F3r9PthqmZ6lXr2aBAZuIyhoOwMGfJ1oua2tLYsWTSMoaDs7dqwlf37Td1+7djV27fLkwIFN7NrlSc2aVV5Z5qcZNm4CNVza0KTdV6kdJU41p0p4717Bxn2r6Nzzs0TLHSuVY9WWhRwL242za22LZbOXTmbf6a3MXDwhxXPWqVudfYc2EXBkC737fZloua2tLX/Mn0TAkS34bFtJvvwOFssd8ubh0tUj9Oj1BQBFixVi+671cY+LoYf5qlvHNJsXwC5bVuYvmsregxvZG7CRChXLWi0vQN16NTh4eAtHjm6jb//E+6itrS3zFkzhyNFtbPNbTX5z5vLlS+O/xxP/PZ7s2uuFq5uzxXoGg4Gduz1YvnKOVfMCONerxbGjfgQf38mAAd2SzLx40QyCj+9k5471cfVzjhxvsWnTMm7fOsmkid/Hlc+cORNr18znaKAvhw9tYcz3KVffZalWnkIbfqfQpj/I0aVlouV2TetSZPdSCqyZRoE108jWor7FcsMbWSi8fRHvDk9cN6aUYjVL02frL/Tzm0CNr90SLa/Ytg49N46nh/c4uqwYyTtFTftI5rfe5Iu/hjLi+FzcRndM8Zwpce4YNWogp0/v4ebN4BTPL5LvlTXOlVIXlFJvJ/H+7pT+GynBYDAwZfJY3NzaUbqME21aN6FEiWIWZT7v9AmREVGUKFmNyVN+Z9y4oQCUKFGM1q3cKVO2Nq6ubZk6ZRwGg4GQkLM4VnDGsYIzFT9uwH//3WXtug0AHD9+klaturBz5940lfmRXj07c+LkaYtt9R8wivKO9fiofD0uXwqlW7dOL5w9PmUw0P67LkzsOJah9frwceNq2BfNa1HmUvB5vnMbxIiG/QjYsJdWQ9rHLXtw7wEjGw1gZKMBTOky3iqZnsVgMDBp0ve4u3egXLm6tGzZmPfft/zuO3ZsTUREFKVK1WTq1D8YO9Z0Ir19O4IWLT6nQoX6dOnSj7lzJ76SzM/SpFE9Zk0Yk9ox4hgMBob/OIgvP+mNW7XWuDSrT5HihSzKhIVeY0iv7/BavTnR+nOnL+ab7iNfSc6ffh1Fq2adqVyhIc1buPLee0UtyrT7rAWRkXdwLFuXmdPnMeq7gRbLx40fylafHXGvz5w+T82qjalZtTFO1Zvw3927eHok/oxpJS/ADz8NY+uWHVQq34Dqld04deqsVfI+yvzrhNE0b9qJCuXr06KlG++9b5n5sw6tiIy8Q9nStZk+bS6jv/8GgODgEGpWc6daZVeaNenI5KljMBqNcet93b0TIVbMGj/z5MljaOz+GWXK1qZ1K/dEdUSnjm2IjIyk5AfVmTJ1DmPHfAvAvXv3GT36FwYPTnw8Tpz0G6XLOFHx44ZUrlKB+s61rJ4dg4FcI7pzpctwzrt2JatLLWyL5E9U7O8N27nYtAcXm/YgauUmi2Vv927P3QPHrJ/tCZRB4fZdJxZ0/InJ9QZSunGVuMb3I4HrdjO1wWCmNfqWnb950Gh4OwAe3o9my68r2ThuSYrnTKlzh7f3FqpXd0/x/CkuNoUfqeSVNM6VUsYnLdNap41uwGSqWKEcZ89e4Pz5S0RHR7Ns+Trc3Cx7AtzcnFm0aAUAq1Z5Udupmvn9+ixbvo4HDx5w4cJlzp69QMUK5SzWrV27GufOXeTSpVAATp48Q0jIy50QUiqzg0MeGjasw9y5f1ls6++//4l7njlzJqv9S16FyxblxsVr3Lx8nZjoh+z38KeccwWLMif3BPHg3gMAzh4OIXvunFb52y+qQoWynD17gQsXLhMdHc2KFR64utazKOPqWo8lS1YBsHq1N7VqVQUgMPA4V6/eAEwNh4wZM2Jra/tqP0ASHMt+SDa7rKkdI07pjz7g0vkrXLkYRnT0Q7zXbKZ2gxoWZcIuXyUk+AyxsYlr3b07D/DvP/+leM7yjqU5f+4iF837wupVXjR0rWNRppFLXZb+uRqAdWs3UqNW5cfLXOty4cJlTp6w/DH8SM1aVbhw/hJXLoel2bxZs75JlSoVWLTAVNdER0dzJ+pvq+QFcHQsw7lzF+OOt1UrPXFJcLy5uNblL/PxtnbNBmrVMp2K7t69R0xMDACZMmYkfrVlb5+b+g2cWDB/mdWyPvKojnhUPy9fsR63BL32bm7OLFq8EoDVq71wcjLVEf/9d5fduw9w7/59i/J3795j+/Y9gOk7PnL4GA5581g9e6bSxYm+FEb0lWsQ/ZC/vbfzZp1Kz71+xg+KYsyZnX93HbJ6tifJW7Yo4RevE3H5BjHRMRz12EMJ5/IWZe7/czfuuW2WjDzaGaLv3udiwCmi70eneM6UOnfs33+Ya9dupHh+8WKe2ThXSg1SSvUyP5+olNpmfl5HKbVYKfWJUuqYUipIKfVjvPX+UUp9p5TaB1SO935mpdRGpVSXR+XM/62llPJTSq1USp1USi1RSinzskbm9/yVUlOUUp7m93MqpTYrpQ4rpX4DVLy/s1YpdVApdVwp9aX5vS+UUhPjlemilHqha9j2Drm5cuXxyS809CoO9rkTlblsLhMTE0NU1B1y5syOg33ide0dLNdt3cqdZcvWvki0V575119HM2TImCQbPHN+n8CVy0d4772iTJ8+1yqfI3uuHISH3Yp7HX41nOy5ntz4rtGqDsf8Hlf6NhltGbH+R4at+YFyzhWtkulZ7O1zc+XK1bjXoaFXcUjw/9w+3nccExPDnTt/kzNndosyTZs2IjDwOA8ePEj50OnMu7nf4Vro9bjX16/eIFeed56yRurIkyc3oaGP94Ww0GvkyZPLsox9LkKvXAPM+0LUP+TImZ0sWTLTu++X/PTD1Cduv1kLF1at8EzTeQsUzMetW+FMm/Ujfv7rmDxtLFmyZLZe5gTHW1joVeyTyPyozKPjLYf5eHN0LMO+AxvZs38DfXoNi2usj/9pOCOGjk+yrntZ9vaP6154Qv38HHXEk2TLZoeLS118fXdZL7RZhlxvE331Ztzrh9dukSGJOjlrvWoUXDcD+8lDyZDbfJFbKd79pgs3f7b+MKGnscuVnaiw23Gv71wNJ1uuHInKfdy+Hv22T6T+4E/xHLXwVUYE5NzxLDpWp+gjtTxPz/kOoLr5uSPwplLKBqgGnAZ+BGoDZYEKSqkm5rJvAEFa64+11v7m994EPIA/tda/J/G3ygF9gJJAYaCqUioT8BvQUGtdDYh/th0J+GutywHrgfjX0T7XWpc3Z+6llMoJLAUam/MDdALmJQyhlPpSKRWglAqIjf03yS/F/LvBQsKe4aTLPHtdGxsbXF2dWbnKeifYJ+d5ucyNGtXl5o1bHDqc9OXIzl36kb/AR5w8eZpWLRu/YPIEnuNzPFK5SQ0Kli7Chtnr4t4bUKUr3zX+ht96TeLTEZ14J3+uJNe1piQiP+d3/7hMiRLFGDNmMD16DLF6vtfBk/bdtOZl9oXBQ3sxc9o8/v036R5+GxsbGjSqzbo1G6yS1ZQl8XsvmzdDBiNlyn7AvDl/UquaO//9e5c+/bq+2swkWQiAgIBAPq7QgFo1mtB/wNdkzGhLgwa1uXXzNkeOBFktp0We56qfk4r87J3caDSyaOE0pk+fx/nzl144Y7IkiPWP7z7O1enIBfdu/Lv7MLnH9wfgrU9d+Xf7AR5eu5V4Gynoeb5vgH2LfJhQsy+bxv9FrZ5NEi1PaXLu+P/0PI3zg0B5pVRW4D6wB1ODtzoQCfhprW9qrR8CS4BH15FjgFUJtrUOmKe1ftLPz/1a6yta61jgCFAQeB84p7U+by4Tf+xEDWAxgNbaC4iIt6yXUioQ2AvkA4pprf8FtgGuSqn3ARutdaJWpdZ6ttbaUWvtaDC8kWTQ0CtXyZvXPu61g0Mewq5eT1Qmn7mM0WgkWzY7wsMjuBKaeN2rYY/XbdDAicOHj3HjhnUrq5TIXKWKI66uzpwO2cuSxTNwcqrKgvlTLLYZGxvL8hXradrUxSqfI+LabXLYP761IEeeHETeCE9UrmTV0rj2aM7kzj/w8MHDuPcjb5h2k5uXr3Ny73EKfFAo0brWFhp6jbzxLic7OOQhLCzBdx/vOzYajdjZZSU8PNJcPjfLls2mc+d+r+7kms5cv3qD3A6Pf2jlyvMuN67dfMoaqSMs7BoODo/3BXuH3IkuL4eFXsMhr6l3zGg0YpftTSLCIynvWIZR3w/iSJAvX3XrSN/+X9H5y3Zx69V1rsHRI8HcvHkba0mJvGGh1wgLvcbBgEAA1q3bSOmyH1gvc4Ljzd4hD1cTZg57XCbh8fZIyKmz/Pvvf5Qs+R4fVy5PQ5c6HAvewbwFU6hRszK//2G9m4dDQx/XvfCE+jn02hPriKeZMeNHzpw5z9Rpf1gtb3wPr9/CJt5Vqgy53+bhDct9MDbyb3S0aRhI1IqNZPrANG46c9kSvNXWjcJb5/POoM7Yudfl7X7WuT/paaKuhZPN/nHvvl2eHNy5EfHE8sc89lCynmOK50pIzh3PEKtT9pFKntk411pHAxcw9TLvBnYCTkAR4Gn/p+9prWMSvLcLaKiS+plnEn/AXAymqR6fVDYuYsI3lFK1gLpAZa11GeAwkMm8eA7QkSf0mj+vAwFHKFq0EAUL5sPGxobWrdzx9LS8AcvTczPt25vuWm/e3AVfv11x77du5Y6trS0FC+ajaNFC7D9wOG691q2bWH1IS0plHjZsPIUKO1KseCXatuuGr+8uOnTsBUCRIgXjtuvqUo9Tp85Y5XOcDzzDuwXz8HbedzHaZKCiWzUO+wRYlMn/QSE6jOvKlM7j+fv2nbj3s9i9QQZb0wyib2bPSrHy7xN2+opVcj1NQEAgRYsWokAB03ffsqUbXl4+FmW8vLbQtm1zAJo1a8T27aZ7pbNls2P16nmMGPETe/YEJNq2MDl2OJgChfPhkN8eG5sMNGrqjO+mnakdK5FDB49RuEhB8hfIi42NDc2au7DRa6tFmQ3eW2nzaTMA3Js0YOd2043gLvU/pWwpJ8qWcmLWjPlM/HUWc2YvjluveQtXVq207hW3lMh748YtQkOvUrSY6YdxzZqVOXXSOvUDwMGDRylcpCAFzJmbt3DF22uLRRlvr618Yj7emjRtGDc2u0CBvHE3gObLZ0+x4oW5eOkKo0f+TIniVfmwZA06dejFju176PJFP6tlNtURBePq51YtG+PpaVlHeHr60L5dCwCaNXPBz+/ZQ1RGjRpINrus9B8wympZE7p3LASbAvbYOOQCmwxkbVSTf7ZZTl5gfOfxMIs3a1fiwdnLAFwd+BPnanfgXJ2O3PxpDnfWbeHWhBc+NT+30MCz5CyYm+x538FoY6S0W2VO+hy0KJOz4OPhI+/VLsftC9dSPFdCcu74//S885zvAAYAnwPHgAmYetT3ApPMM6REAJ8ATx4MCSOA4cAM4HnnSzoJFFZKFdRaXwBaJ8jVFhijlGoIPDr6swERWuv/zD3kcXemaK33KaXyAR8BLzwnYUxMDL37DMPL60+MBgPzFywjODiEkSMHcPBgIJ6ePsydt5T586dwItifiIhI2rYzTY0VHBzCipUeHA305WFMDL16D40bw5g5cybq1qlBt27fWPw9d/cGTJo4hnfeycG6dQsJDDyOi2vbNJE5KUop5v4xCTu7N0Epjh0NpruVLqnFxsSyZMQc+i8cjsFoYOfybYSdvkyTvm24cOwMR7YE0GrIZ2TMkoluM0yXTm+H3mJKl/HYF81Lh3FdidUag1J4zVxD2JmUb5zHxMTQt+8IPDwWYjQaWbBgOSdOnGb48H4cOnQUL68tzJ+/jLlzJxIUtJ2IiEjat+8BwFdfdaBIkYIMHtyTwYN7AuDm1t6qvaMvYuDI8Rw4fJTIyDvUadKObl+0p3mCG4xfpZiYGMYM/pk5y6ZgMBpY/acHZ06do+c3XxJ05AS+m3ZSqmwJps7/Cbtsdjg5V6fnoC9xq9EGgEXrZ1O4aAGyvJEZ3yMeDOs7ll2+Lz470tNyDhowmpVr52I0GFmyaCUnT55hyNDeHD58jI3e21i8cAWzfv+FgCNbiIiIpHOnvs/cbubMmahVuyp9ew9PF3m/GfA9v835FVtbGy5cuEyPr603zV9MTAwD+49izboFGI0GFi1cwckTpxk6rA+HDh1jg/dWFi5Yxuw5EzhydBsREVF06mDqVKhcxZG+/b4i+uFDYmNj6ddnBOG3n9yjas3MffoMx9NjMUajkfkLlnHiRAgjRvTn0MGjeHr5MG/+UubNnUTw8Z2Eh0fS/rPH0+GeOrUbu6xZsbW1wc2tPi6ubfn7778ZMrgXJ0+eZt9e01CnmbPmM2/eUiuHj+XG9zPJ+8cYMBiJWrWZB2cukbNne+4FhfCv7z6yt3fnTadK6JgYYqP+5tqQX62bIZliY2LxGDGfjgsHo4wGDi3348bpUOr0bUHosXOc3HKISh2cKVK1FLEPH3I36l9W9p8Zt/4A/8lkfDMzRpsMlHAuz7z247l5JtTqOVPq3DF27BBat3YnS5bMnDmzl3nzljJ27CSr509xqTijSkpSzzNeTSlVB9gIvKW1/lcpFQLM0lpPUEp9CgzB1MPtrbUeZF7nH631m/G2cQHTcJjbwFzgptZ60KNy5t7uAVprV3P5aUCA1nq+UsoN+Bm4BewHcmmt25rHkf8FvA1sB5oB5YG/gbWAA3AK0zj1UVprP/O2BwNltdZtnvXZbWwd0uCo1ddLO/vnv6s/rVh6PX31Qty57JvaEV5I6ZLPPETTlOt3U74R9//uYWzCC7Jp2/2YlJ/Rw9qOFiyV2hGSbeG957sxNq2YcN36N+a+CnfvXnzWaIZXKrK1U4q20d5a5psqn/e5es611lsBm3ivi8d7/ifwZxLrvJngdcF4LzslLGduOPvFe79HvPK+Wuv3zcNhpgMB5jK3gfhzTcXvrmn4lI9UDUgbk0ULIYQQQohkS80ZVVJSevkXQrsopY4AxzENWfntRTailHrL3Ot/1/yDQwghhBBCiDTjececpyqt9USs0NOttY4Eij+zoBBCCCGESNte0zHn6aXnXAghhBBCiNdeuug5F0IIIYQQIj4Zcy6EEEIIIYRIUdJzLoQQQggh0h8Zcy6EEEIIIYRISdJzLoQQQggh0h0tPedCCCGEEEKIlCQ950IIIYQQIv15TXvOpXEuhBBCCCHSHRnWIoQQQgghhEhR0nP+DFlsM6V2hGS5G30/tSMk2+KwvakdIdmyZXojtSP8XzgavDS1IyTb+++3SO0Iz82gVGpHSDbfwtlSO0Ky1Dv/T2pHSLbp9+xSO0KyRfMwtSMky8Bc1VI7wuvhNe05l8a5EP8HSpdsk9oRki09NsyFEEKIlyWNcyGEEEIIke7ImHMhhBBCCCFEipKecyGEEEIIke5Iz7kQQgghhBAijlKqgVLqlFLqjFJq8BPKtFJKBSuljiul/nzWNqXnXAghhBBCpDup3XOulDIC04F6wBXggFJqvdY6OF6ZYsAQoKrWOkIp9e6ztis950IIIYQQQiRfReCM1vqc1voBsBRwT1CmCzBdax0BoLW+8ayNSuNcCCGEEEKkP1ql6EMp9aVSKiDe48sECRyAy/FeXzG/F19xoLhSapdSaq9SqsGzPpYMaxFCCCGEECIBrfVsYPZTiiT1L7npBK8zAMWAWkBeYKdSqpTWOvJJG5XGuRBCCCGESHdSe8w5pp7yfPFe5wXCkiizV2sdDZxXSp3C1Fg/8KSNyrAWIYQQQgghku8AUEwpVUgpZQu0AdYnKLMWcAJQSr2NaZjLuadtVHrOhRBCCCFEuqNjkxpV8gr/vtYPlVI9gE2AEZirtT6ulPoOCNBarzcvc1ZKBQMxwECt9e2nbVca50IIIYQQQrwArbU34J3gvRHxnmugn/nxXKRxLoQQQggh0p00MOY8RciYcyupU7cGAYd8OBy4jb79uiZabmtry7wFUzgcuI2tvqvIn980085H5Uuzc7cHO3d74L/HE1c357h1smXLysLF0zhwaDP7D26iQsVyL5XR2bkWQce2Exzsz8AB3ZPMuGTxDIKD/fHf6UGBAnnjlg0a2J3gYH+Cjm2nXr2ace/36PEFhw9t4cjhrfTs+UXc+0sWz+DA/k0c2L+JkFN7OLB/04tnDtrBiWB/Bg58QuYlMzkR7M8u/wSZB/XgRLA/QUE7LDJny2bH0qWzOXZsO0eP+lHp4/IW2+zbtyvRD0LJmTP7C2WOr3bd6uw9uJH9R3zo1TfhDExga2vDnHmT2H/Eh03bVpAvv+UMTA5583Ah7DDde34OQNGihfD1Xxf3OH/lEF27dXjpnE9SzakS3rtXsHHfKjr3/CzRcsdK5Vi1ZSHHwnbj7FrbYtnspZPZd3orMxdPSLF8yTVs3ARquLShSbuvUjVHjdpV8Nm7mm3719G1V8dEy21tbZgyZzzb9q9j1aYFOOTLA4CNTQZ+nDIK7x3L8PRbysdVH++7/b/tjn+gN0cv+Fs9b/Xaldm0ZxVb9q/lyyfknfT7D2zZv5aVGy3zjp8yEs/ty1jv+xcVq5jyvvFGFtb7/hn32HdyK0PH9Ld67kcyVqpAruULyL1yEVk/+yTR8iwu9cmzcTXvLprNu4tmk6Vxo7hl2Xp8Sa6/5pJr6Tyy9euRYhkTSm/HXomaZRi6dSLD/SZT9+uE0zyD0xcufOvzK99s+InuS4aR3eHtuGWNB7dlyOZf+HbLBJqP7PjKMpesWYZRWycx2m8KzklkrvOFCyN8JjB0w8/0XjKcHObMxSt/wLfeP8U9ppxaTBnnCq8kc9Gapem19Wd6+/1K9a/dEi13bFuH7hvH87X3OL5YMYJ3iprOKUWqleIrjzF03zierzzGUKhyyVeSV7yYNNE4V0p1VErZx3t9wTxo3tp/x1sp9Zb50c1a2zUYDPw6YRQtmn1ORcf6NG/pxnvvF7Uo81mHlkRbyefnAAAgAElEQVRGRlGuTG1mTJ/H6O+/AeBEcAi1qjehehU3mjfpxKQpYzAajQCM/2kEW3x2UOEjZ6pWciXk1JmXyjh58hjcGrenTBknWrd2p8T7xSzKdOrUhojIKEqWrMaUKb8zbuy3AJR4vxitWrlTtmxtXN3aMWXKWAwGAx+UfI8vPv+EKlVdKe/oTKNGdSlatBAAbdt1o0LF+lSoWJ81a71Zu3bDC2WeMnksbm7tKF3GiTatm1CihGXmzzt9QmREFCVKVmPylN8ZN26oKXOJYrRu5U6ZsrVxdW3L1CnjMBhMu/vECd+xeZMvH35Yk/Ll63Hi5Om47eXNa0/dOjW4ePFKsvMmlf/HX0fSunkXqlZoRLMWrhR/r4hFmbafmfaLimXrMWv6fEaOHmixfMwP37LVZ0fc6zNnzuNUzR2nau7UqdGU/+7excvD56WzPin/8B8H8eUnvXGr1hqXZvUpUryQRZmw0GsM6fUdXqs3J1p/7vTFfNN9ZIpke1FNGtVj1oQxqZrBYDAw6sdv+Lx1T+pXbY5bswYUTfC9tmzbhKjIO9Su6M68WUv4ZmRvAFq3bwZAoxqt6dDia779rh9KmcZcbt20g6bOiRtxVsk7fjCd2/SiYdUWuDatnyjv/9i777imrv+P46+TEBAcKMpGxVnrAhX3wlkXiqPaOqrfX63dWrVa7dLa1rq6W6vWum3de6CIA/cAwYWCCigbZDlQIbm/P4KBCFa0hNGe5+ORh9zcz03eud4k55577s2gYd6kp6bTtYU3SxesZtLnYwEYPKI/AH06DmHUy+8wdcZ4hBDcvXuPvp2GGm4xUbHs3bm/0LNnvwAqTRpH0gdTiHvlf1h274xZjep5yjL2HSRhxBgSRozh3jb9EWrzRg0wb9yQ+GGjiR/6Oub1X8CiqZtpchpFLl3vPaESvDzj/1gw6htmdptAs75tcaht3NEQdSmCuV5Tmd1zMsG7T9Jv6jAAajStS02PF5jVYxLfdJ9INbda1G5l+oajUAlemfE6v4yayYxu42meT+ablyL4xmsKX/ecxNndJ+g/dTgAoccvMrPXZGb2mswPr37Bw4yHXPIPLpLMfWaMYuWoOfzSbTKN+rY2NL4fOb/1GL/2mMJvvT7myMId9PhMv57vptxm9evz+LXHFDZNXMDA7982ed6ioCjCpLfiUiIa58AowOlpRQUhhHjiUB1FUXplX1eyIlBojfNmHm5cvx5JRMRNMjMz2bRhB717dzWq6dW7K3+u3gTAls276ejZGoCMjPtotVoAypSxQD80CcqXL0fbts1ZsXwdAJmZmaSl3X7ujM2bu3PtWgTh4TfIzMxk3bqteOXqpQfw8urOypXrAdi4aSedOrUz3L9u3VYePnxIRMRNrl2LoHlzd+rVq83Jk2cNr+Gw/wn69ct7bf1BA71Yu27rM2du0byJUea167bi5fXSkzNv3ElnQ+aXWPtY5hbNm1C+fDnatWvJkqV/AY/Wa7rh8ebNm87Uj782/D/8E009GhN+PZLI7O1i88ad9Hxsu+jZuwtr/toMwLYtPrTP3i7087oSGXGTK5fz3ynr4NmaiPAbRN18/KpNhaNx0wbcCI8iKjKGzMwsdm3eS+ceHYxqYm7GEnrpKjpd3mOLJw6f5u6deybJ9rw83BthXaF8sWZwa9qQyPAobkZGk5mZxY7Ne+ja09OopmtPTzat2QHA7m1+tG6v75Wr/UJNjh0+BcCtpBTS027TyF3fkAkKOE9ifFKh523ctAGRETcNeXdu2UuXPHk7smmtPq/Pdj9at2+Rk9dfnzf5sbyPVK9ZlcpVKnH6+NlCzw5gXr8eWVHRaGNiISuLDN/9WHZoU7CFFQVhYQ4aM4RGgzAzQ5ucYpKcuZW2915199okRsZz62YC2kwtgduP0eixnuSw4xfJvP8QgIizYVR0qAyAgoLGQoOZxgwzcw1qMzW3E9NMntnVvTaJkXEkZWc+s/1Ynt7v0FyZr58No5KDTZ7HadqrFRcPnjXUmZKLey2SI+NJuZmINlPL+e0nqNfd+MjvgzsZhr/NrSwMV9yOuxjJ7QT9ZbUTQqMws9CgNpcjm0uq52qcCyEmCyHGZv/9vRBif/bfXYQQq4QQ3YUQx4UQgUKI9UKIctnzPxdCnBZCXBBCLBJ6gwAPYLUQIkgIYZn9NO9nL39eCFEve/myQogl2Y9xVgjRL/v+UdnPsx3YK4RwFEL4Zz/eBSFE++y6Rz3ys4Ba2fPnPv/q03Nysic6KtYwHR0dh6OTvVGNo5ODoUar1ZKedhub7GETzTzcOHF6N8dO7mL8uM/QarW4ulYlKSmZ+QvmcPjoNn7+ZSZWVpY8L2cnR6JuGmd0cnZ8rMaBqFwZ09LTqVy5Ek7Ojob7AaKj4nB2cuTipSu0b98SG5uKWFqWoUePzri4GO9jtWvXkoSERK5eDX/mzE7ODkRF5TQ8o6NjcXZyyFNzM7tGq9WSlqbPrH8txss6OTtQs2Z1kpJu8cfi7zl9ag8LF8w1rNc+fboREx3LuXOXnjlrfhwd7YmJijNMx8Tks1042htvF+m3sbGphJWVJWPHv8HcWb888fH7D+zNpg07CyVrfuwcbImLjjdMx8cmYO9oa7Ln+6+wd7QlNiZnu4iLScDe0c6oxsHRlthofY1Wq+V2+h0q2VTk8sVQuvboiFqtxqWaEw3dXsTR2XibKmwOjnbE5toO4mLi82wH9rm2Fa1Wy51HeS+E0rWn59/m9erfg51bTHP0B0BtVwVtfM6vZWsTklDb5t2OLTu1x27V79h8Mw21nX7+wwuXeBAQhNPODTjuWs/9E6fJirhhsqyPlLb3XkV7G1Jjci4+kRp7C2v7Jw8LbDW4E5cOBgEQERhG6PGLfHl6IV+dWkiIfzDx16KLJHNKrswpsbeoaJ+38f1I28GduZidOTcPr7ac3nbUJBkfV97ehrRcmdNjk6mQz3puMaIbHxz6ju5TXmXn9OV55tfv2YLYi5FoH2aZNG9RUHSmvRWX5+059wfaZ//tAZQTQmiAdsB54FOgq6IoTYEz5Jyh+ouiKM0VRWkIWAJ9FEXZkF0zTFEUd0VRHu32JWUv/xvwYfZ9nwD7FUVpjv6akXOFEGWz57UGRiqK0hkYCuxRFMUdcAMef0dNAa5lP98k/qFHh5Vze7zjNZ8SQ+9swJlgWjXvSaeO/Zkw8S0sLMwxMzPDzb0BfyxeTfu2fbl7L4PxE59/nOzfPf/fvw7lictevnyVufPms3vXX+zYvopz5y+RlWX8Zh8ypN9z9Zr/XZ6n1zx5WTO1miZNGrFw4Qqat3iJu3fvMXnye1halmHqlLFM/2Lec2Ut1PwofPTxWBb8uoy7d/Pv/dJoNPTo1YVtm599uFBBFWS7lp5dfuu1IB8YiqKwfvVW4mIT2LJvFZ9+/SGBp4INR95M5rnfhwob/txGXEw8m/et5JOvJhJ4OpisLOO8vft3Z8cmn8LNbJwu712P5b9/+Dix3kNJGP4GD04FUmnaFADULk6YuVYj1mswsX0GY+HRBHP3xibMmp24tL33niGvh3c7qjWuxf5F+ktBV6luj0NtZz5v9TaftXqLum0aUqvFi6ZMCxTs8/mRFt7tqd64Jr6LjC9fXcG2Ik4vVCuSIS1QsO9xgFMrffmh4wT2zlpDx/e9jebZ1nGm+5RX2PbxH6aKWaQUnTDprbg8b+M8AGgmhCgPPACOo2+ktwcygPrAUSFEEDASeDTAr5MQ4qQQ4jzQGWjwN8+xKddzuWb/3R2Ykv24B4EyQLXseb6KoiRn/30a+J8QYjrQSFGUZxoPIoQYI4Q4I4Q48zAz/an10dFxOLvk9EI7OzsQFxtvVBOTq0atVlPBujwpyca/3Bp65Rp372VQv/4LREfHEh0dR8AZ/Zt+65bduLn93er6e1HRsbhUNc6Yu/fOUJMro3WFCiQnpxIdlXM/gLOLAzGx+mWXLVtDy1Y96dJ1ECnJqUY95Gq1Gu9+PVm/fvtzZdY/b05PvLOzIzGPrdfoqFiqZteo1WqsrSuQnJyS/VqMl42NiScqOpaoqFhOndYfQt+4aSdN3BtRq5Yrrq7VCDjjS1joCVxcHDl1cg/29s/fWxUTE4eTS05Pv5OTA3GxCXlqjLaLCvrtoqmHG9NmTCLw/H7efHskH3z4Fq+PGW5Yrmu3DpwLvkhi4t9eKvUfiY9NwCFXL6e9ox0JcYkme77/iriYBBxzHQFycLIj/rH1GheTgKOzvkatVlO+QjlSU9LQarV8/em3eHV6lbdGTKCCdXkirpm2JzcuJt6ot9vByZ6EOOPhM3G5thW1Wk25XHlnfvYdfTsN5e3XJlKhQnkir+fkrdegDmozNRfPXTZZfm1CImr7nCMTarsqaJOM8+vS0yEzE4C7W3dinn0+jqVnex5euISScR8l4z73j5/CvKHpG46l7b2XGneLik6VDdMVHSuTnpB3+E/dto3o/t4AFo2eQ1Z2r23jl1oQcTaMh/ce8PDeA0IOBuHapE6eZQtbStwtKuXKXMmxMmn5ZK7XthE93uvPb7kyP9KsT2uC9pxCl2XiHeRs6XHJWOfKXMHRxjBUJT8Xth/nxW4eOfUONry6cDybJiwg5UbCE5eTit9zNc6zf4I0AvgfcAw4jL4nuxYQjr6h7J59q68oyutCiDLAfGCQoiiNgN/RN66f5EH2v1pyLvkogIG5Hruaoigh2fPu5srnD3QAooGVQohnOktKUZRFiqJ4KIriYa6p8NT6wIBz1KrlSvXqLmg0GgYM6sOuXX5GNbt2+TF0mP5kLu/+PfE/dByA6tVdDCeAVq3qRJ06NYi8EUVCQhLR0bHUrqM/CaijZ5snjj0uiDNngqlduwaurlXRaDQMHtyPHTuMDyXv2OHLiBEvAzBwQG8OHjxquH/w4H6Ym5vj6lqV2rVrcPq0/mCErW1lQ3Zv756sXZvTS96lS3uuXLlGdHQsz+P0mSCjzEMG92PHDuOTn3bs2JuTeWBvDhgy72XIY5lPnT5LfHwiUVEx1K2rPzGzc+d2hISEcuHCZZxd3KhTtxV16rYiKiqWFi1fIj7++b8Qzwacp2ZNV6plbxf9B/bG57HtwmfXfl55VX/SXF/vHhzO3i68egylaaPONG3UmYW/LeeHeQv4Y9Eqw3IDXu7DpvU7njtbQZw/e4nqNaviXM0JjcaMXv27c2DPYZM+53/BubMXca1ZFZfs9dqn/0v4+RwyqvHzOcSAV/oA0LNvF44f1v/KcxnLMlha6T8223ZsSZZWy9XQZx8y9izOn72Ea42cvL29u+efd4g+bw+vLpw4kn9e7WN5+wzowY5Nz3clp4J6GHIZs6rOqB0dwMwMy26dyfA/blSjqpwznKFM+zZkZg9d0cbFY9HEDdQqUKuxaOJWJMNaStt770bwNWxdHbBxsUWtUdPUqw3nfc8Y1bg0cOWVmaP5ffQc7tzK6fRKiUmidsv6qNQqVGZqarV8kfir//yE/KeJDL6GnasjlbMze3i14Vw+mYfOfIPfRs/h9q28HXXN+7blzPaiGdICEB18HRtXBypmZ27k1YrLvgFGNTauOTt1dTu7cytC35FWpoIVw5d+yL45a7kREFpkmU1NUUx7Ky7/5GwAf/TDTf4P/VCW79D3cp8AfhVC1FYU5aoQwgpwAR7tpiVlj0EfBGzIvu82UJCztPagH4v+vqIoihCiiaIoec4iEkJUB6IVRfk9e9hLU2BFrpKCPl+BaLVaPpz4BZu2LEOtVrFq5QYuh4Tx8acfcDbwPLt3+bFy+ToWLf6Ws8H7SUlJ5f9G6a++0Kq1B+MnvklmZhaKTsfE8dNIvqXfe5888QsW//E9GnMNEeE3efftyf8o4wcffMbOHatRqVUsX7aWSyGhTPv8QwICg9mxw5elS9ewbOmPXLp0hJTkVIaP0J8zeykklA0bthMcvB9tlpZx4z41nIS0ds0iKleuRGZmFmPHfUJqas6JPINf7svadVv+UeZxH3zKzp1/olapWLZ8LZcuhTJt2ocEBOgzL1m6hmXLfiLk0hFSUlIZNjw786VQ1m/YzrngA2RptYwd94kh8wfjP2PF8p8xN9dwPfwGo0cX+HcBnjn/lEkzWL/5D1RqNX+u3MCVy1eZ8slYggIv4LN7P6tXrGf+ormcCvIlNSWNN/43/qmPa2lZho6d2jBh3GcmyZ07/1dT5rJ47U+o1Co2/bmdq1eu8/5HY7gQFMKBPYdp6P4iPy+bQwXrCnTq3p73J4/Bq8MrAKzctoiatatjVdaSA0Hb+XT81xw9cMKkmZ9m0rRZnD57jtTUdLp4D+ed10cw8LGTjE1Nq9XyxZTZLFv/KyqVig1/biPsynU+mPIW54Mu4efjz7rVW/h2/pfsP7WV1NQ0xr0xFYDKVSqxbP2v6HQK8bEJTHw7Zxv4aNo4vAb2wNKqDEfO7Wbdqi38NGdh4eSdOocl635BrVKz4a+tXL1ynXEf6fPu3+PP+tVbmTf/S/ad2kJqShrjx3xsyLtk3S8oOoW42AQ+fMd4m+3VtyujXx33jzP+/QvQkTrvZ6r8NBuhUnN3+26ywiOoMGYUD0NCuX/4GOWGDMCyfRsUrRZdejopM2YDkLHfHwuPJtiv/gNQuH/8NPePHP/75yuMyKXsvafT6tjw+RLeWfExKrWKE+sOEhcWRa/xL3Pj/HUu7Aug39ThmFuV4X/z9Z9xKdFJ/P7GXIJ2naBum4ZM2TMPFIWQQ0Fc8As0Wdbcmdd8voT3V3yCSq3i2LoDxIZF0Wf8YG6cv8a5fQEMnDocC6syvDF/giHzb2/MAcDGxZZKjlUIO1E45ygVNPPOz5fx2oqPUKlVBK47RGJYNJ3HDyT6fDhX9gXScmR3arVtiDZLy/20u2yauACAlq91x6a6PR3H9qfjWH2H0IoRs7ibz06HVPzE816VQgjRBfABKiqKclcIEQosUBTlOyFEZ2A2YJFd/qmiKNuEEF8Br6Dvdb8JRCqKMl0IMRCYiX5ITGsgBPBQFCVJCOEBzFMUxTP7ZNEfgDboe9EjFEXpI4QYlV3/Xna2kcAkIBO4A7ymKEq4ECIi1+P+CTQGdv/duHPrcrVK8ki/PDIyHzy9qIQpjCujFDXrMmWfXlSC2JapWNwRntm5S2uKO8JzqVdvUHFHKDBVfoNYS7gDNa2LO8Iz6RZ+p7gjPLNuVjWeXlTCZFK6vkds0RR3hOcyI2J1ifrQiGza1aT/8dUD9xXL633uxvl/hWycm15p3AZl49z0ZOPc9GTj3PRk47xoyMZ50ZCN86IhL3IpSZIkSZIklTrFeUUVUyopP0IkSZIkSZIkSf95sudckiRJkiRJKnVK4ajYApE955IkSZIkSZJUQsiec0mSJEmSJKnUkWPOJUmSJEmSJEkyKdlzLkmSJEmSJJU6iiJ7ziVJkiRJkiRJMiHZcy5JkiRJkiSVOoquuBOYhuw5lyRJkiRJkqQSQvacS5IkSZIkSaWOTo45lyRJkiRJkiTJlGTPuSRJkiRJklTq/Fuv1iIb50/xTaXWxR3hmYSps4o7wjP7Le5YcUd4Zlpd6ToLJT4jpbgj/GdcvryhuCP8q7Vv/H/FHeGZqEXpO0A92T6xuCM8M+vWZYs7wjNR17Ap7ghSCSYb55IklUj16g0q7gjPTDbMJUmSis6/9RdCZeNckiRJkiRJKnUUpbgTmEbpO94mSZIkSZIkSf9SsudckiRJkiRJKnX+rcNaZM+5JEmSJEmSJJUQsudckiRJkiRJKnXkjxBJkiRJkiRJkmRSsudckiRJkiRJKnX+rT9CJHvOJUmSJEmSJKmEkD3nkiRJkiRJUqkjr3MuSZIkSZIkSZJJyZ5zSZIkSZIkqdSRV2uRJEmSJEmSJMmkZM+5JEmSJEmSVOrIq7VIBVbVszGvHpzLsMPf0uQdrzzzGwzvzBDfbxjs8zX9N35GpTpOANTxbsNgn68Nt7cjV1C5frUiyVyvoxtT/b7j44M/0OXtvnnmd3y9Fx/5zmPS7tm8vfpTKjlXMczrM2Uok/fMZfKeubj3aW2yjN26deTcuQNcvOjPhx++k2e+ubk5K1f+ysWL/vj7b6V6dRcAbGwqsmfPGpKSQvj++xlGywwa5MXp03sIDNzH119/XOiZu3TtwKnAvQQE+/HBhDfzzfzH8h8JCPbD98AGqlZzBqBps8b4H9uG/7FtHD6+nd5e3QzLvPnOSI6d2sWx07t5651RJsjcnpOBezgTtI9xE8bkn3nZD5wJ2ofv/pzMjzi7OHIjNoj3xr4OQO06NTh0dJvhFhl9tlBzd+jcBt8Tm9h/aitvjs37uObmGn5aPIv9p7aycc9ynKs6AqDRmDH7p+ns8l/LjoNraNm2mWGZiR+/y5HgXZyLOFJoOZ/HpzO/o0PvV/Ae/lax5ngWJTFzK88WrD28gvVHVzPivaF55ru3bMzyPYs4csOPTr07Gs07etOPFb6LWeG7mLnLvi6qyLTt1IrtR9ey68R6Xn9/RJ75zVq5s853OUHRR+jWp5PRvAV/fc+xUF9+XTWvqOJi0ao59uuW47BhJeVfezXPfKveL+Hoswm7lYuwW7kIq769DPOs3xuD/V9LsF+zFOsJ7xVZ5tzU9ZpS9uPfKPvJQsy7DMoz38J7NFaTfsRq0o+U/XgB5b75qxhSgqp6fcq8Np0yI2dg5vFSnvmaDi9TZugn+ttrX2D51nf65Vzq5tw/9BMs3/0ZdU23oo4vFVCJ7zkXQlQEhiqKMr+4sxSEUAk6fDWS7UNncSc2mUE7ZhDhG0BKWIyhJnTLcS6u2g+Aa7emtP18ODtGzCFsyzHCthwDwKaeCz0XT+DWpRtFknngjP9jwfCvSY27xfhtM7ngG0D81WhDTfSlCL7z+pjM+w9pM7wbXlOHseK9H6nfqQkuDVyZ1+sjzMw1vLf2c0IOBvHgTkahZlSpVPz441f07j2MqKhYjh7dzo4dvly+HGaoGTVqCKmpaTRo0IGXX/biq6+mMmLEu9y//4AvvviW+vVfoEGDuoZ6G5uKfPPNx7Ru3ZukpGQWL/6OTp3acuDA0ULLPPe76fTvO5KY6Dj2+29i9y4/rly+aqgZMfJl0lLTaObWhQGDejP9y8m8PnIcIZdC6dS+P1qtFnt7Ww6f2IHPrv3UfaEmI0cNoUvHATx8mMmGLUvYu+cA169FFlrmOd9OZ0C/UcREx+F3aCM+O/dz5UpO5uGvDSI1NR0P964MGNib6TMm8fqoDwzzZ876BD9ff8P01bBwOrbta3j8i6FH2LF9b6HlnT77I0YOeoe4mHg2+67Cz+cQV0PDDTUvD/MmLTWdzi360ad/dz6aNo6xo6cwZMQAAHp1GELlKpVYsvYXvLsOR1EU/Pb4s+KPtfid3FIoOZ+Xd69uDB3Yl4+/LLpG1j9V0jKrVCo+nDmOsa98SEJsIkt3LeDwnqNEhOW8Z+KjE/jyg1kMfWtInuUf3H/Ia91GF2VkVCoVn876kDcGjyUuJoG1e5ZyYM9hrodGGGpio+P5dNyXjHo7787G0vmrKWNZhsGveRdVYCpNGkfi+5PQJiRit+w3Mg4fIyvc+HMpY99BUuf9ZHSfeaMGmDduSPww/Tq2XfQjFk3deBAYXDTZAYSKMoPe4t5vn6Gk3sJqwndkXTiJLv6moeTBlsWGvzXt+6B2qVl0+Qw5Beaer/Jg848od1Io88pUtNfPoSTHGkoy/deTmf23mZsnKtuqAOiiQrn/Z/bOpYUVlqO+RHvjUhG/gMInr9ZSfCoCebtJSyg791qkRcSTfiMRXaaWq9tOUKN7M6OazFwNVzMrC5R8tq46/dpwddtxk+cFqOZem6TIOG7dTECbqeXs9mM07O5hVHP1+CUy7z8EIPJsGBUdbACwr+PMtZMh6LQ6HmY8IDrkBi92LPy98ebN3bl2LYLw8BtkZmayfv12vLy6G9V4eXVn1aoNAGzatItOndoCcO9eBseOnebBg/tG9TVqVCMsLJykpGQA9u8/grd3z0LL3MzDjevXI4mMuElmZiabNuykV++uRjU9e3flr9WbAdi62YeOnvojDxkZ99FqtQBYlMnZRuq+UJvTp4IM848eOUWfx9bDP8vcmPDcmTfupGefLkY1vXp3Zc2fm/SZt/jQwTPnaEmvPl2JiLjJ5ZAw8tPRsw0R4TeIuhmT7/xn5da0IZHhUdyMjCYzM4sdm/fQtaenUU3Xnp5sWrMDgN3b/GjdvjkAtV+oybHDpwC4lZRCetptGrnXByAo4DyJ8UmFkvGf8HBvhHWF8sUd45mUtMz1m9QjKiKamBuxZGVm4bt1Px1eamtUExsVx9WQ6yi6kvFN36hpfW6ERxEVGUNWZha7t/jSuUcHo5qYm7GEXrqKLp/MJw+f4d6de0UVF/P69ciKikYbEwtZWWT47seyQ5uCLawoCAtz0JghNBqEmRna5BTTBn6MqnoddEmxKLfiQZtF1ll/zBq1fGK9pmkHMgP8nzjfVFT2rihpCSjpSaDTkhV6GnXNxk+sV9dtTlbombz312mKNuIiZGXms5RUEpSGxvksoJYQIkgIMVcIMUkIcVoIcU4I8QWAEMJVCHFZCLFYCHFBCLFaCNFVCHFUCBEmhGiRXTddCLFSCLE/+/43CjtsWYdK3IlJNkzfiU2mrEOlPHUNR3Zl2JFvafPxKxz5fEWe+bW9WhK2tWga5xXtbUiNuWWYTotNxtre5on1LQd3IuRgEAAxITd40dMdTRlzylYqT53W9anoWLnQMzo5ORAVldOgi46OxcnJ/ok1Wq2W9PTbVK6cd90/cu1aJHXr1qJ6dRfUajVeXt1xcXEqtMyOTvZER+X0aMREx+GYJ3NOjVarJT3tDjbZmZt5uHHs9G6OntzJhHGfodVqCbkUSpu2zalkUxFLyzJ06+6Js4tj4WV2dCA6+rHMjsaZ9a8rLk9mKytLxo0fw5xvfn7i4w8Y1JuN63cUWl57R1tiYz3IErwAACAASURBVOIM03ExCdg72hnVODjaEhudk/d2+h0q2VTk8sVQuvboiFqtxqWaEw3dXsTR2fi1SqWfrYMtCTGJhumE2ERsHW0LvLy5hTlLdy9k8fb5dOjRzhQR87BzsCUuJsEwHR+TgJ1DwTMXNbVdFbTxOXm1CUmobfPmtezUHrtVv2PzzTTUdvr5Dy9c4kFAEE47N+C4az33T5wmK8L0R4xzU1lXRpeSszOuS72FsM7/e0xUskXY2KMNO1dU8XKeu1wllNs5Oy7KnVREufy/40R5G1TWVdDdvJxnnlldD7JCT5ssZ1HSKcKkt+JS4oe1AFOAhoqiuAshugODgBaAALYJIToAN4DawMvAGOA0MBRoB/QFPgYeHd9rDLQCygJnhRA7FUUx6sYTQozJfhxerdiCduXqFDisEHn/M/M77HJh+T4uLN9HHe/WNBvrzf4JCw3z7NxrkZXxkOQrUQV+3n8kv+3vCceKmnm3o2rjmvwy5AsArhw+R9XGNRm3aQZ3bqUTERiGTqsr/Ij5rlflmWtyS01NY+zYT1i58ld0Oh0nTgRQo0bhjfEvUJ6/qQk4E0yb5j2p+0It5i+cw769hwi9co0fv1/E5m3LuXv3LhcvhJCVpS3EzHnvK+h6nvLJWH77ZSl37+bfY6fRaOjRqzMzphXecIf8suTZdp+Qd/3qrdSqW4Mt+1YRHRVL4Klgw9EK6d8jv03kWY6FezcfTFL8LZyqOfLr+u+5FnKd6MjCOfLzJPm+x0z6jP/U09+H9w8f597e/ZCZSdn+XlSaNoWkdyeidnHCzLUasV6DAajy81zM3RvzMKgoG78F+BzJpmnagazgo6AU/vfcc3lCTnVdD7LCAvPOt6qAqrIzusiLRRBOel6loec8t+7Zt7NAIFAPeNRyDlcU5byiKDrgIuCn6FsV5wHXXI+xVVGUDEVRkoAD6Bv6RhRFWaQoioeiKB7P0jAHfU95OaecXudyjjbci3/yIbqwrSeo8ZLxsJc6/VoVWa85QGpcMhWdcnoJrB1tSEvIm7lu24Z0e68/f4yei/ZhluH+fb9uYV6vKSwYMROEIDE8Ns+y/1R0dKxRr7azsyOxsQlPrFGr1VSoUJ7k5NS/fdxdu/bRoUM/PD37ExZ2natXIwotc0x0nFGvtpOzA3GPZc5do1arqWBdjpTHModeuca9exm8WF8/Xn7VivV4tutH75eGkpKcxvVrhZg5Jg5n58cyx+WX2SFP5mYebkz/cjJBFw7w1jujGD/xLUaPGW5Yrmv3DpwLukRi4i0KS1xMAo5ODoZpByc74uMS89Y45+QtX6EcqSlpaLVavv70W7w6vcpbIyZQwbo8EdeKtsdOMr2E2ETsnHJ6ce0cbUmMK/iQpaR4/fYacyOWwGNB1G34bN8JzyM+NgEHp5wjQPZOdiQ+tl2XJNqERNT2OXnVdlXQJhmvY116OmTqh1Hc3boT83r69Wjp2Z6HFy6hZNxHybjP/eOnMG/4YtGFB3RpSagq5VzkQFWxMkp6cr61Zk3akxlY9ENaAJQ7KYjyOT3lolxFlLv5f8eZ1fVAm0/vuFldD7TXgkBXQnYu/iFFESa9FZfS1jgXwDeKorhn32orivJH9rwHuep0uaZ1GB8heHw3s1A7JBKCr2Pt6kD5qraoNGpq921FuG+gUY21a86h8+pd3EmLyDksjxDU6t2yyMabA9wMvoatqwM2LraoNWqaeLXhom+AUY1zA1denvkGi0fP5c6t9Jy4KoFVxXIAONarhlO9alw5XPg9HmfOBFO7dg1cXaui0Wh4+WUvduzwNarZscOX4cP1Z9kPGNCLgwePPfVxbW31OyUVK1ozZswIli4tvDPwAwPOUatWdapVd0Gj0TBgUG927/IzqvHZ5cerw/oD0K9/D/wPnQCgWvZQG4CqVZ2oXacGN27oT9CtYqvf+XNxcaRPv+5sWL+9EDOfp2Yt15zMA3vjs9M48+5dfrwyVH8yZT/vHhzOztz7paG4N+yEe8NOLJi/jO+/XcDiRasMyw0c1IeNGwpvSAvAubMXca1ZFZdqTmg0ZvTp/xJ+PoeMavx8DjHglT4A9OzbheOH9V9YZSzLYGlVBoC2HVuSpdUanUgq/TuEBF2hag0XHKs6YKYxo1u/zhze+/TPBoDy1uXQmGsAsLaxpnHzhoTnOinTVC6cDaFazao4V3PETGNGT+9uHNhz2OTP+7wehlzGrKozakcHMDPDsltnMvyNv8NUlXM6rcq0b0Nm9tAVbVw8Fk3cQK0CtRqLJm5FPqxFdyMMVRUnhI09qM0wa9KBrAun8tQJO2eEVTl0EXmHihQFXXwkoqIdokJlUKkxq9sc7fW837eioj2UKYsu9nqeeep/0ZCWf7PSMKzlNvDo7KI9wJdCiNWKotwRQjgDz3pGQz8hxDfoh7V4oh82U2gUrY7Dny3Ha9VkhFrF5bWHSAmNpvnEgSSeCyfCN5BGo7rj0q4BuiwtD9Lu4jc+Z0iLU8t63IlNJv1G0fWS6LQ6Nn6+lDdXfIxKreLkugPEhUXRY/zL3Dx/nYv7Aug7dRgWVhaMmq+/KkdKdBJ/vDEPtcaM99dPB+D+nQxWjf/FJMNatFotH3zwGdu3r0StVrN8+VpCQkL5/PMJBAScZ+dOX5YtW8uSJT9w8aI/ycmpvPZaziW5rlw5Svny5TE31+Dl9RJ9+gzn8uUwvv12Oo0a6U8CnDnzB65eLbzGmVarZfLEL9i4ZSlqtZrVK9dzOSSMqZ+OIyjwArt3+bFy+ToWLP6WgGA/UlJSDVc9ad3ag3ET3yQrMxOdTuHD8dNIvqU/mrFi9a9UsqlEVmYmkyZMJy01/e9iPHvmD79gw5YlqFVqVq/cwOXLV5n6yTjOnj2Pz679rFqxngW/z+NM0D5SUlIZ/b/xT31cS8syeHZuy/hxnxVa1kd5v5gym2Xrf0WlUrHhz22EXbnOB1Pe4nzQJfx8/Fm3egvfzv+S/ae2kpqaxrg3pgJQuUollq3/FZ1OIT42gYlv52T7aNo4vAb2wNKqDEfO7Wbdqi38NGfhk2KYzKRpszh99hypqel08R7OO6+PYKBX3sunlSQlLbNWq2XeJz/y459zUalV7Fizm/DQCN6Y9D8uB1/h8N5jvOj2ArP/+IryFcvRrltr3vhwFEM7/Q/XOtX5aPZEFJ0OoVKx4tc/ja7yYsrMM6fOY+GaH1GrVWz+awfXroTz7uQ3uBh8mYN7DtPQ/UV+WDqbChXL49m9He9OegPvjvortyzfuoAatatjVdaSfWe38fn4rzl28KQJA+tInfczVX6ajVCpubt9N1nhEVQYM4qHIaHcP3yMckMGYNm+DYpWiy49nZQZswHI2O+PhUcT7Ff/ASjcP36a+0eKrnMKAJ2O+xsXYPXWF6BSkXlyH7q4G5j3HIb2Rhjai/qGuqZpBzIDi3EnSdHx8OBaLLzHglCRdekYSnIsmlZe6OIj0YbrG+pmLzTPt9dclK+MKG+DLir/E/ZLo3/rL4SKvxuTW1IIIf5EP1Z8NxAFPLqu1R1gOKAFdiiK0jC7fln29AYhhOujeUKI6YATUAuoBsxRFOX3v3vu+VWHl/wVlEuYOuvpRSXMb3EF68UqSSzNzIs7wjPJd2x2CVfJouRc8aOgLl/eUNwR/vXaN/6/4o7wTO5o7z+9qITxcbUq7gjPzLp12eKO8EzUNZyfXlQCWY1bUKK+TE46DTBpG61lzKZieb2loeccRVEev5Drj/mUNcxVPyrX3xG55wGhiqLk/WUVSZIkSZIkqdQoVb2nz6BUNM4lSZIkSZIkKbd/67CW/1TjXFGU6cWdQZIkSZIkSZKe5D/VOJckSZIkSZL+HYrzcoemVNoupShJkiRJkiRJ/1qy51ySJEmSJEkqdf4dP6WUl+w5lyRJkiRJkqQSQvacS5IkSZIkSaWOghxzLkmSJEmSJEmSCcmec0mSJEmSJKnU0f1Lf4VI9pxLkiRJkiRJUgkhe84lSZIkSZKkUkcnx5xLkiRJkiRJkmRKsue8ADSlbEyTeSnck1Sr5H6ilJdKlL5tWTI9tShdnxdlVJrijvCfIMxK13ZBafve05W8q4rLq7X8R8mGuenJhrmUH9kwl/Jz+NyS4o7wTGTDvGjIhnkRKI2ZSynZcy5JkiRJkiSVOiWvL79wyN0gSZIkSZIkSSohZM+5JEmSJEmSVOrIMeeSJEmSJEmSJJmU7DmXJEmSJEmSSh055lySJEmSJEmSJJOSPeeSJEmSJElSqfNv7TmXjXNJkiRJkiSp1JEnhEqSJEmSJEmSZFKy51ySJEmSJEkqdXT/zo5z2XMuSZIkSZIkSSWF7DmXJEmSJEmSSh2dHHMuSZIkSZIkSZIpyca5Cbh4NublQ3MZfORb3N71yjP/xeGdGbjvGwbs+RqvTZ9RsY4TAMJMTcfv32Tgvm8YdGB2vssWhbod3fjQ71smHfwez7f75pnfclhXPvCZzbhd3/DW+mnY1XYuklzdunXkbJAf584fZOLEt/PMNzc3Z/mKXzh3/iAHD22hWjUXADp3bseRo9s5dcqHI0e307Fja8MyGo2Gn3+ZSVDwfgLP+tGvX49CzdylawdOBe4lINiPDya8mW/mP5b/SECwH74HNlC1mvG6dHFx5GZcMO+NfR0ACwtz9h3cyOHj2zl2ejdTPhlXqHn1mdtzMnAPZ4L2MW7CmPwzL/uBM0H78N2fN7OziyM3YoMMmQEqWJdn2cqfORHgw4kzPjRv4V5oedt3bs2e4xvZd2oLY8aOyievhh9+/4Z9p7awwWc5zlUdAdBozJj10zR2HFrLtgN/0aJNMwDKlrVi24E/DbeTl/345KuJhZb3WXw68zs69H4F7+FvFcvzP4+SmLmlZ3P+8l/O2iMrGf7uq3nmu7VszBKfhRyK9MWzdwejefZOdnz/5xxWH1zKqgNLcHCxL5LMrTu1YOPh1Ww+9hcj3xuWZ36TVm6s2vsHJ24eoEtvzzzzy5azYlfgJiZ//UERpAWLVs2xX7cchw0rKf9a3nVs1fslHH02YbdyEXYrF2HVt5dhnvV7Y7D/awn2a5ZiPeG9Isn7OPULTbCaPB+rKQvQdBqYZ75539exHP89luO/x+qj+ZT9cnUxpISjkbfwXnWcviuPsSQgIs/8eYdDGbLmJEPWnKTfymO0X3TIMO+Ho2EM/PMEA1YfZ7b/FRRFKcLkpqGY+FZcSvywFiHEx4qizCzuHAUlVIK2X41k19BZ3I1NxnvnDCL3BpAaFmOoubrlOCGr9gNQrVtTWk0bjs/wOdTs0wK1uRkbu05FXcaclw/M5trW49yJSirS/N4z/sfi4TNJi7vFe9u+5pJvAAlXow01QVuPcnL1PgBe7NqMPp+NYMnIWSbNpVKp+O77GXj1GU50dByHD29j505fLl++aqgZOWowqalpNG7kyaBBXnz51RRGvvYet26lMGjQ68TFJlC/fl22bltBndqtAJj80XskJt7C3a0zQghsbCoWaua5302nf9+RxETHsd9/E7t3+XElV+YRI18mLTWNZm5dGDCoN9O/nMzrI3Ma3F/P/oR9vv6G6QcPHtKv9wju3r2HmZkZu33XsG/vIc6cDiq0zHO+nc6AfqOIiY7D79BGfHbu58qVnMzDXxtEamo6Hu5dGTCwN9NnTOL1UTkNgJmzPsEvV2aAb+Z8it8+f0aNeB+NRoOlVZlCyzt91hRGvfwOcTHxbNy7kv0+h7gaGm6oGTTMm/TUdLq28Ka3d3cmfT6WD96YyuAR/QHo03EINlUq8ceanxnQTb9u+3Yaalh+875V7N25v1DyPivvXt0YOrAvH385r1ie/3mUtMwqlYqJX4/jg1cnkRCbyOJdv3Fk7zEiwiINNfHR8Xw9fjavvjU4z/Kf/jiFFT+t5vThACytyqDTmf4rW6VS8dHMCbw7ZDzxsYms2P07/nuPEh4aYaiJi4pn+riZjHj7lXwf462PRhN4vHA+FwoQmEqTxpH4/iS0CYnYLfuNjMPHyAqPNCrL2HeQ1Hk/Gd1n3qgB5o0bEj9sNAC2i37EoqkbDwKDiyY7gFBh0f9NMhZNQ0m7heW4eWRdOoUSf9NQ8nDbH4a/NW17o3KuWXT5sml1CrMOXeG3fk2wL2fBsHWn6VijCrVsyhlqPmxf1/D3X8E3uZJ0G4Cg2FSCYtNY90pLAP638QwB0al4uFQq2hchFUhp6Dn/uLgDPAtb91qkR8Rz+0Yiukwt17aeoHr3ZkY1mXcyDH9rrCzg0d6rAmZWFgi1CrMy5ugys4xqi0JV99rciowj+WYC2kwtwduPU7+7h1HNg1yZzHPnNyEPD3euX4skIuImmZmZbNiwnT59uhvV9OndndWrNgKwefMuPD3bABAcfJG42AQALl0KxcLCAnNzcwBee+1l5s2dD4CiKNy6lVJomZt5uHH9eiSR2Zk3bdhJr95djWp69u7KX6s3A7B1sw8dPXN69Xv16Upk+E0uh4QZLXP37j1A3/Or0WgKtfejmUdjwnNn3riTnn26GNX06t2VNX9u0mfe4kOHxzJHRBhnLl++HG3aNGfl8vUAZGZmkp52u1DyNm7agMiIm9yMjCYzM4udW/bSpaenUU3Xnh3ZtHYHAD7b/WjdvgUAtV+oyTH/UwAkJ6WQnnabRu71jZatXrMqlatU4vTxs4WS91l5uDfCukL5Ynnu51XSMr/YpB5REdHE3IglKzMLv637af9SG6OauKh4roVcR9EZ/6SJa53qqM3UnD4cAEDGvfs8uP/A5JkbNHmRmxHRRGdn3rvVj44vtTOqiY2K42rItXx3Fuo1rkvlKjacOHTa5FkBzOvXIysqGm1MLGRlkeG7H8sObZ6+IICiICzMQWOG0GgQZmZokwvvc7ggVNXqoLsVh5IcD9ossoIOY9agxRPrzZp0IOus/xPnm8qF+HSqWlviYm2JRq3ipTr2HLz+5M47n7B4etTRH+kRCB5qdWTqdDzU6sjSKdhYmRdVdJPRmfhWXEpU41wIsUUIESCEuCiEGCOEmAVYCiGChBCrs2uGCyFOZd+3UAihzr7/jhBidvby+4QQLYQQB4UQ14UQfbNrRgkhtgohfIQQV4QQ0wr7NZR1rMSd2GTD9N24ZMo65t0zrT+yK0OOfEuLT17h2OcrALi+8xRZ9x4wLPAXXj31A+cW7uJB6t3Cjvi3rO0rkRpzyzCdFnsLa/u8+VuP6MbkQz/Qa8pQtk5fbvJcTk72REXnHH2Ijo7F0cn+iTVarZb09NtUrmyc3du7J+eCL/Lw4UOsrSsA8PnnEzl6bAcrV/2KnV2VQsvs6GRPdFSsYTomOi7fzI9qtFot6Wl3sKlcCSsrS8aNf5PZ3/yc53FVKhX+x7YRGn6Sg/uPEHCm8HqYHB0diI5+LLOjcWb964p7QuYxzHksc3XXqiQlJfPLgtkcPLKVH3/5Gisry0LJ6+BoR2x0vGE6LiYee0dboxp7B1vismu0Wi130u9QyaYily+E0rWnJ2q1GpdqTjR0exFHZ+PX6tW/Bzu3+BZKVql42DpUISEmwTCdEJuErYPt3yyRo2pNF+6k32Hm71+wdM9C3v30TVQq039t2jnYEh+dO3Midg4F+2wSQjB+2nv8+OV8U8XLQ21XBW18Tl5tQhJq27zr2LJTe+xW/Y7NN9NQ2+nnP7xwiQcBQTjt3IDjrvXcP3GarIgbRZYdQFhXRknNaeQqqbcQ1pXzr61ki7CxQ3v1fFHFM0i4ex/78jlHHe3LWZB4N/+dxZj0DGLSM2juYgOAm6M1Hs6V6LbkCN2XHqZNtcrUtClbJLmlZ1eiGufA/ymK0gzwAMYCc4EMRVHcFUUZJoR4ERgCtFUUxR3QAo8G45UFDmYvfxv4CugG9Adm5HqOFtnLuAMvCyGMu4X/sXzOHM6nY/PS8n2sbTeRUzPX0GSsNwB27jVRdDpWN3ufNa0n0GhML8pXK9iXSKERefPn1zF7fKUvczp+wO5Zf9Ll/f5FECu/XMrjRX9b8+KLdfjyqym8/77+YIyZmRoXFyeOHz9D2zZ9OHUykJkzC+9AzT/JPOWTcfz261JDL3luOp2ODm360uCFdjT1cOPF+nUKMXPe+x7P/KTXNeWTsfz2S97MZmZq3NwbsHTxn3i268e9uxn5jr8vrMAFzbvhz23ExcSzed9KPvlqIoGng8nK0hrV9e7fnR2bfAonq1QsCvQ+fAK1mRq3Fo345csFjO71Nk7VHOk1+KXCjphXvu/Dgi368qj+HPU7QXyuHRLTe3rg+4ePE+s9lIThb/DgVCCVpk0BQO3ihJlrNWK9BhPbZzAWHk0wd29cFKH/3hNWuJl7e7LOHQOlZP9w/J6weLrUskOt0v/f3Ei9R3jKXfaMasueUe04FZVMQHTRHqEwBZ0QJr0Vl5I25nysEOJRS68q8HirowvQDDid/YFrCTz6BHoIPPoWPQ88UBQlUwhxHnDN9Ri+iqLcAhBCbALaAWdyP4kQYgwwBmB4xRZ0KFvwxs/d2GTKOdoYpss62HA37slvgGtbT9Bu5v84BNTybsPNg+dQsrTcv5VO/OlQbBvX5PaNxAI//z+VFpdMRaecHgNrx8qkJzw5f/D24/T/6vUnzi8s0dFxuDg7GaadnR0NQ1UeicmuiYmOQ61WU6FCeZKTUwFwcnbgrzULeWP0BMLD9b0yt26lcPfuPbZt2wPApk27eG3kkELLHBMdh7OLo2Haydkh38zOLo7ExGRnti5HSnIqHs3d6Ofdgy++nIy1dQV0Oh0PHjzk94UrDcump93myOGTdOnagZBLxkNfnjtzTBzOzo9ljssvs0OezM083OjbrwfTc2W+f/8B27b4EBMdZ+jh37rVp9Aa53Ex8Ua93Q5O9iTEGR/mjYtNwMHZnrjYBNRqNeUqlCM1JQ2AmZ99Z6hbu3MJkddzeuzqNaiD2kzNxXOXCyWrVDwSYhOxc7IzTNs5ViEpvmDn8STGJhJ64SoxN/RHk/z3HKVB0xdhzW6TZH0kITYRe+fcmW1JLGDmRh4NaNLSjUGjvLEqa4mZRsO9uxn8MnOhqeKiTUhEbZ+TV21XBW2ScV5derrh77tbd2L93hsAWHq25+GFSygZ9wG4f/wU5g1f5GHQOZPlfZySdgtRMefIhKhYGSU9Od9aM/f2PNhkunX5d+zKliH+9n3DdPydB9iWtci3dk9YPFM6vmCYPnA9kUYO1liZ65t9batX5nx8Os2c5ZjzkqjE9JwLITyBrkBrRVHcgLPA42eNCWB5dk+6u6IoLyiKMj17XqaS0x2iAx4AKIqiw3gn5PHd4Ty7x4qiLFIUxUNRFI9naZgDJAZfp0INB8pXtUWlUVOrXytu+AYa1VSokdOYqNbFnbRw/RCBuzG3cGrTAAAzSwvsmtYm9VoMRSkq+BqVXR2o5GKLWqPGzas1Ib4BRjWVXR0Mf9fr3ISkiDiT5woICKZWbVeqV3dBo9EwaJAXO3caDzfYucuXYcP1Z9n379+LQ4eOAWBtXYFNG5cy7fM5nDhh/Fp27fKjQwf9yaGdOrXl8uXCaeQCBAaco1at6lTLzjxgUG927/IzqvHZ5cerw/T7o/3698D/0AkAenV/FbcGnrg18OS3+cv4bt5v/L5wJZWr2FDBWj+et0wZCzw7tSEs9HohZj5PzVquOZkH9sZnp3Hm3bv8eGXoAH1m7x4czs7c+6WhuDfshHvDTiyYv4zvv13A4kWrSEhIIjo6ltp1agDQsWNro5Ni/4nzZy/hWqMqLtWc0GjM6O3dHT+fQ0Y1fj6HGDCkDwA9vLpw4oh+HG4ZyzKGE1PbdmyJVqs1OpG0z4Ae7Ni0p1BySsXnctBlXGo441jVATONGV36debI3uMFWjYk6ArlK5anoo01AM3aNiEiNPIpS/1zl4IuU7WGC05VHTHTmNG9Xxf89xwp0LKfvfslfTwG0bfFYH74Yj671vuYtGEO8DDkMmZVnVE7OoCZGZbdOpPhb7yOVZVzOq3KtG9DZvbQFW1cPBZN3ECtArUaiyZuRT6sRXczDFUVR4SNHajNMHNvj/biqTx1wtYZYVkWXWTx7LA3sC/PjbR7RKdnkKnVsScsHs8aeYc7RaTcJf1BFm4O1ob7HMqXISA6hSydjkytjsCYVGpUsirK+CYhr9ZietZAiqIo94QQ9YBW2fdnCiE0iqJkAn7AViHE94qiJAghbIDyiqI8y6dlt+zlMgBv4P8K80UoWh3HPltOz9WTESoVV9YeIiU0mmYfDiQxOJwbvoE0GNUd53YN0GVpeZB2l0Pj9R+cF5f50vG7MQzymwVCELrOn+SQm095xsKl0+rY+vkyXl8xFZVaxel1B4kPi6Lb+EFEnQ8nZF8AbUZ2p07bRmizsshIu8u6ib+ZPJdWq2XihM/Zum0FarWaFSvWERISxqefjScw8Dy7du5j+bJ1LP7jO86dP0hKSiojX3sfgDffeo2ataozZepYpkwdC0BfrxEkJt7is09nsfiP75gz53OSkpJ5881JhZp58sQv2LhlKWq1mtUr13M5JIypn44jKPACu3f5sXL5OhYs/paAYD9SUlKNrnqSHwd7W+YvmotarUKlUrF50y72+Bwo3MwffsGGLUtQq9SsXrmBy5evMvWTcZw9ex6fXftZtWI9C36fx5mgfaSkpDL6f+Of+rgfffglCxd/i7m5hoiIm7z39pRCy/vF1DksWfcLapWaDX9t5eqV64z76C3OB11i/x5/1q/eyrz5X7Lv1BZSU9IYP0Y/dKlylUosWfcLik4hLjaBD9/5zOixe/XtyuhXC/9Slc9i0rRZnD57jtTUdLp4D+ed10cw0KsIhlX8AyUts1ar4/tPf+a7P2ejVqnZsXY34aERjP5wFJeDQznie4x6bi/wzR8zKG9djrbdWjN64iiGd/4/dDodv85YwI9r5yGE4Mr5ULb9ubMIMmuZ+/H3/PzXt6jVKrat2cn10AjenPQ6IcGXWRtgoAAAIABJREFU8d97lPpu9Zi75GsqVCxP+25tGDPp/xji+ZrJs+UfWEfqvJ+p8tNshErN3e27yQqPoMKYUTwMCeX+4WOUGzIAy/ZtULRadOnppMyYDUDGfn8sPJpgv/oPQOH+8dPcP1KwnadCo9PxYPMiLN+YDkJF5mk/dPE3MX9pKNqbV9Fe0jfUNU3akxVUsJ0kUzBTqfiowwu8s/UsOgX61XekVuVyzD95jfp2FfCsoR8G6xMaz0t17I2GdHWtZcfpqGQG/3USgDbVKtOxRhEPm5UKTJSU61wKISyALYAzcAWwBaYDPYG+QGD2uPMhwFT0vf6ZwLuKopwQQtxRFKVc9mNNB+4oijIve/qOoijlhBCjgF7ox6fXBv5UFOWLv8v1u8vwkrGCCuiqmfbpRSXMLwlF/EFcCMxVJWm/9unyG3db0lUuU6G4IzyzSyHrizvCf4Kn2+jijlBgD3SZxR3hmW2ppinuCM+sYvuSc4WgglBVL5rfBylsVu/PL1FfJmsdh5m0jTYkdnWxvN4S08JQFOUB+ob44w4CH+WqWwuszWf5crn+nv6keUCCoijF8ysHkiRJkiRJkvQ3SkzjXJIkSZIkSZIKSlei+vELz3+qca4oyjJgWTHHkCRJkiRJkqR8/aca55IkSZIkSdK/gy6/a+z/C5SYSylKkiRJkiRJUmkihOiR/avzV/+fvfuOr+n+4zj++t6bxKgZIcuI2dqx1Z4xY5TSKkpLtaVqq1Gb0lKrKNram9aMvUcQK0ZsCbJloQjJzfn9kbjJTYJEc0X8Ps8+8mjOOZ9z8r7Hved87/d+z7lKqRfeikwp1V4ppaXkyy+lcS6EEEIIITKc9L7PuVJKD8wh9oYmpYBPlVKlkqnLDvQFTqTkcUnjXAghhBBCZDgxyrw/KVAVuKFp2i1N054Bq4HWydSNB34GIpNZloQ0zoUQQgghhEhEKfWVUupUgp+vEpU4Agm/LdI3bl7CbVQACmiatjWlf1cuCBVCCCGEEBlOjJm3r2naAmDBS0qS6183johRSumA6UC31Pxd6TkXQgghhBAi9XyBAgmm8wP+CaazA2WAA0opH6A6sPlVF4VKz7kQQgghhMhwUnLRppl5AMWVUoUBP+AToNPzhZqm3Qdsnk8rpQ4AgzRNO/WyjUrPuRBCCCGEEKmkaVo00AfYCVwG1mqadkkpNU4p1ep1tys950IIIYQQIsNJ4R1VzErTNDfALdG8US+orZeSbUrPuRBCCCGEEG8J6Tl/hWMWT9I7QqqY+8plc1AZ8Ot3M1tYpXeEVHkUlaJbq75V9hfJmd4RUq12uS/SO0KqHD7/V3pHeC0HPP9I7wip8mmlfukdIVVKXbyY3hFS7ZlndHpHSJXomJcOOX5rRX83N70jmMiIbZ6UkMa5EEL8n6pXvkd6R0i1jNYwF0KI1JLGuRBCCCGEyHDe1Z5zGXMuhBBCCCHEW0J6zoUQQgghRIajZbxL1lJEes6FEEIIIYR4S0jPuRBCCCGEyHBkzLkQQgghhBDCrKTnXAghhBBCZDjScy6EEEIIIYQwK+k5F0IIIYQQGY6W3gHMRHrOhRBCCCGEeEtIz7kQQgghhMhwYt7R+5xL41wIIYQQQmQ4ckGoEEIIIYQQwqykcW4GZeo6M2nvLCYf+I3m37RNstzlS1cm7J7BuO2/MnjFaPI45jUu+/PmWsa6TWWs21T6LvzhjWUuW9eZyXtn8fOB32iRTOYmX7oyafcMJmz/lSGJMgNkzpaFGccX0GVsD7NlbNS4DmfO7cXzwn4GDPw6yXIrKyuWLJ2N54X97D/4DwULOgJQqXJ5jh3fxrHj23A/7oZrKxfjOnN/n4K3jwcnPXaYJXP9hrU47LGNY2d20Kdf0n1jZWXJ739N49iZHWzbs5r8BR2My0qWLsGWXSs54L6ZfUc3kimTFQCWlpb8MmMMR065cfjkVlq0apymmRs1rsPps3s4d34f/V+wnxctmcW58/vYd+Dv+P1cqRxH3LdyxH0rR49vo6Wri8l6Op2Ow8e2sHb9H2maN6FM1atgu3YJduuXkb3rp0mWZ23RBPsdf5Nv2QLyLVtA1lbNjcty9vkK21V/Ybt6ETkH9DFbxsSq16vKmsNLWXd0BV36dEqy3LlaOZbsXMCRO3up36KuybKjd/eydPcfLN39B78snvimIlOtXhVWHVrCmiPL6Nw76X4uX60cf+2Yz8Hbu6nXoo7JMluHfExf+TMrDixi+f6/sMtv+6Ziv9DISb9Sp8UntOmc9PmeXpzrVmTmvrnMPjifNt+0S7K8ZY/WTN/zG9N2zGL0yvHYxB2TnUoVZuI/PzN9d+yyGi1rmS1jWh8rHB3t2eq2Ao/TuzjhsYNvvu2W5pkbN67L+fP7uXTpEIMGfZts5mXL5nDp0iEOHdpEoUL5AbC2zsXOnasJCbnM9OnjTNZp394VD4+dnDmzh4kTh//njE1c6nHp4iGueB1hyODeyWZcuWIeV7yOcOzIFmNGgKFD+nDF6wiXLh7CpXH88WLhgmn4+3py7uxek22VK1eKI4c2c/bMHjb+s5js2bP95/xvUoyZf9JLhmucK6WclFIX0zvHiyidji7jejK920RGNO5HtVa1cCiW36Tmjpc341yHMKrZAE5tP06HYV2My55FPmN080GMbj6IWT0nv7HMXcf1ZFq3iQxr3I/qyWS+7eXNGNchjIzL3DFBZoB2Az/lygkvs2XU6XT8On0cH7XpRuWKLnz8cSs++KCYSc3n3ToQEXGf8mXrM2f2n4yfEPvmxuvSVWrXbEWN6i1o0+ZzZs2aiF6vB2DFsg20adPNbJknTR3JZ+17UbeaK23aN6fE+0VNaj7t0o77EQ+oUbEpC+YuYeSYgQDo9Xp+WzCFoQPGUu/DVrRr+TlRUdEAfD+oFyH3wqhVuTl1qrnifsQjTTNP+3Us7dp2p0qlJrT/2JX3E+3nrp93ICLiAc7lGjDnt78YO34oAF5e16hbqzW1PmzJR226MXP2BON+Bvimd3euXb2ZZlmTCU/uwd8T0u8HAj/pThaXBlgULpSk7MmeAwR3+YrgLl/xeLMbAFZlS2NVrgxBn/UgqNOXWJV6n0wVy5svqzGyjkGTvqf/Z0P5tN7nuLRugFNx08xBfsGM7zeZXf/sSbL+08hndG3cg66NezC42wiz532eeeDE7xnY+Qc+q9+dRm2SyxzExP5T2L1xb5L1R878gZXz1vBZve70bPEt4SERbyT3y7Rp3pjff52Q3jGMdDodPcb3YuLnY+nfqDe1WtUhf/ECJjXel24xtOUABjbti7vbMboM6wbA0ydPmd1/Ov0b92FC1zF0H92DrDneM0vGtD5WRBuiGTF8ElUqudCwfjt6ftUlyTb/a+aZMyfQuvXnODs3pEOHVnzwQXGTmm7dOhIRcZ/Speswe/YfTJgwDIDIyKeMHTuNH34wfRNsbZ2Ln34aTrNmn1KxYiNsbW2oX7/mf8o4a+ZEWrp2pmz5+nTs2IaSJU0zftH9U8LD7/NBqVrMmLWQnybFvvZLlixOhw6tKefcgBYtP2P2rEnodLHNvKVL19Ki5WdJ/t78339h+IhJVKjYiI0btzNo4DevnV2knQzXOH/bFXEuRvDtQO7dDcIQFc3JLUeo4FLFpOaK+0WeRT4D4ObZa+S2y5MeUY2KOBcjKEHmE1uOUPElmW+cvYZ1gsxOZYqQwyYnFw97mi1j5crluXXzNj4+d4mKimL9+i20aGnaY9yiRWNWLN8AwD//bKdevRoAPHkSicFgACBzpkxoCe69dPToScLDzNM4qFCpLD637nDnti9RUVFs2rCdJs0bmNQ0bd6Atas2ArB10y5q160OQN0GNbl88RpeF68CEB5+n5iY2Pfxn3zWllnTFwKgaRphaZi/cuXy3LoVv583rN+adD+3bMSqFbH7eWMK97ODgx1NmtZnyeI1aZY1MatSHxDt64fBPwCio3myex9Z6tRI2cqahspkBZYWKEtLlIUFhrBws2V9rlSFD/D18cP/TgDRUdHs3rSPOk1MT+wBvoHcuHwLLebtuGlYyUSZ927aR+0mpvs50DeIm5dvocWY9j05FS+E3kKPx+HTADx5HMnTyKdvLPuLVHYuS84c2dM7hlEx5+IE+gQQfDeI6Khojm45TJXG1UxqLrlfMB6Tr5+9Sh57GwACvP0J9AkAIDw4jPsh98lhnSPNM5rjWBEUeA/Pc5cA+PffR1y9egMHB7s0y1ylijM3b/rg7X2HqKgo1q3bgmuiT/hcXV1Yvnw9AH//7WZsaD9+/IRjxzx4+jTSpL5w4YJcv+5NSEgYAPv2HaFNm2avnbFqlQomGdeu3UQr1yYmNa1cXVi2bB0AGzZso0H9WnHzm7B27SaePXuGj89dbt70oWqVCgAcPnKCsPCk54r3SxTl0OHjAOzZe5i2bZsnqXmbaWb+SS8ZtXGuV0otVEpdUkrtUkplUUodUEpVBlBK2SilfOJ+76aU2qiU2qKU8lZK9VFKDVBKnVVKHVdKWadlsNy21oT5hxinwwLCyG374sZ3nQ4NuXDgjHHaMpMVozZPYeQ/P1HBpWpaRnuh1Gau26Eh5+MyK6X4ZOTnrJm01KwZHRzs8PULME77+QUmOWg7ONgaawwGA/cfPCRPntwAVK7ijMepnZzw2MH3348wnhjMyc7eFj+/QON0gH8gdvb5ktT4x9UYDAYePHiItXUuihYrhIbGqg0L2HVwPd/2/QKAHDljGxBDR3zHroPrWbB4OjZ50+7Nnb2DHb6+8fvZ3y8AB3vbRDW2xhpj5uf7uXJ5TnjswP3kdvr1HWncz5N//pFRIyYb32CYgz6fDYagYOO0ITgEfd68Seqy1K9NvuULsf5pNPp8scufXfTi6elzOGxbj73bOiKPexDtc8dsWZ/La5eXYP97xunggHvktU+a+UWsMlmxaPt8/tgylzpNzTd8IaG8djYE+8fv5+CAEPLapSxzgSL5+ffBv0xaOJZFO+fTe2QvY8+eiGdtl4eQgPhjcmhAiEmHSGINOjbm7IHTSeYXK18cCysLgm4HJrPWf2OuY8VzBQs6Uq58aU55nEuzzA4Odvj6+hun/fwCcHCwfWHN88zPzyPJuXnzNiVKFKVQofzo9XpcXV3In9/hhfWvzOhox90EGX39ApKe6xLUGAwG7t9/QJ48uXFwSGZdx5e/ubl06arxDUr7di0p8B+yi7STUY+KxYE5mqaVBiKApAPyTJUBOgFVgYnAY03TKgDuQNfExUqpr5RSp5RSp64+9E5dMpX0vj6alvz7rw/b1MGpXFG2L9hknDeoRi/GtRrK/L4z6DSqO3kLmn88pkpF5hpxmd3iMjfs0pTz+88QFhCa7hlfVnPK4xxVKjehbu3WDBz0rXH8tjklmyclNZqGXm9B1eoV6d1zCK2bdqZZy0bUqlMdC70ex/z2eJw4i0vd9pz2OMfoCYPTMHPSeUn2M8kWAXDqlCfVqjSlXp02DBz0DZkyWdG0aQNC7oVy7py5R6O9ONdzkYfdCWjTieDOPXl68gy5R8cOfdLnd8DCqSABrh0IaNmBTJUrYOVczsx5k9/fiTO/TJsqHejerBejeo+n/9g+OBYy/4k1NceLxPQWespXLctv43+nR/NvcChoT/MOTV694v+Z5F5jL9rHtdvWo2jZYmya/7fJ/Fz5cvPd9P7MGTQrxf8+qcpohmPFc++9l5VlK+fyw5DxPHz4bxpm/m/nkeRERNynb98RLFs2h71713P7ti/R0dHpkPH1Xps9vhrAt19348Tx7WTP/h7PnkWlMnH6ilHm/UkvGbVx7q1p2vO306cBp1fU79c07aGmafeA+8CWuPkXkltX07QFmqZV1jSt8vvZC6cqWHhgKNYONsZpa3trIoLDktSVqlmOln3aMbPHT0Q/i38hRwTHfpR+724QV45folDp1P391xGWisyufdoxI0HmohVL0KhrM6Yemccnw7tS86O6fDy0c5pn9PMLIL+jvXHa0dGOgICgRDWBxhq9Xk/OHNmTDPm4evUmjx89plTp99M8Y2IB/oE4Jui1sHewIyggOEnN854NvV5PjhzZCQ+/T4B/IO5HPQgLi+DJk0j27T5E2fKlCAuL4PGjx7htiR1/vGXjTsqWK5Vmmf39AsmfP34/OzjaExBomtnfP77meebE+/na1Zs8evSYUqXep9qHlWjWoiEXvA6xaMks6tT9kIV//ppmmZ8zBN9Dbxv/yYQ+nw2GkBCTmpgHDyAq9uTzaNM2rOLGm2apV5tnF73QnkSiPYkk0v0kVmVKpnnGxIID7pHPIb7XOZ99Xu4FhrxkDVMhQbFviv3vBHDm2DlKlCn+ijX+u9jM8fs5n70NIUEpy3wv4B7XLt7A/04ABkMMh3YepURZ82fOaEIDQ7Cxjz8m57G3ITwo6TG5bM3ytOvzMZN7TDA5j2TJloXhi0axeuoKrp+9apaM5jhWAFhYWLB85VzWrtnMls070zSzn1+ASa+2o6M9AYmOyQlrXpQ5MTe3PdSp05p69dpy/fotbtzwef2MvgEmvdf5He2TnusS1Oj1enLmzEFYWDh+fsms62+6bmJXr96kWYtOVKvejNVrNnHr1utnF2knozbOEw5SNBB7v/Zo4h9P5pfUxySYjiGN7/Xu7XmDfE722OTPh97SgqqutTi7+5RJTcHShfl8Ui9m9ZjMw9AHxvlZc7yHhVVsnGy5s1O80gf4X/dNy3gvzGybIHO1F2TuPqkXMxJlnt9vJgNqfs2gWt+wetJSjv59kHVTlqd5xtOnz1O0mBOFCuXH0tKS9u1dcdtmeoGcm9sePusc+yFK27bNOHjQHcD4cSNAgQKOFC9RhDu3zb9fz525SOGihShQyBFLS0tat2vGzu37TWp2bt9Ph0/bANCytQtHDp0A4MDeo5Qq/T5ZsmRGr9dTvWYVrl29AcCuHQeoUTt2yFOtutXT9CLL06fPU6Ro/H5u175l0v28bS+ffha7n9u8cD87ULxEEW7f8WXs6F8oWaImZUvVofvnfTl00J2eXw5Is8zPPbt8BYsCjujt7cDCgiyNG/DkkLtJjS5P/Ci2zLVrEBU3dMUQGESmCuVBrwO9nkwVyr+RYS2Xz12lQOH82Beww8LSgsatG3B417EUrZs9ZzYsrSwByGmdk3JVyuB9zceMaWNdOXeF/IUdjZkbtm7AkV3ur16R2MebPVd2clnnBKBSzQr4XLttzrgZ0g3P69gXdiBfAVssLC2o6Vobj90nTGoKly5Cr5++ZfKXE3gQet8438LSgiELhnNww37c3Y6aLaM5jhUAc+ZN5urVm8yZ/WeaZz51ypNixQrj5FQAS0tLPv7Yla1bd5vUbN26m86d2wPw0UfNOXDg1a/HvHFDC3PlyslXX3Vh0aJVr53R49Q5k4wdOrRmy9ZdJjVbtu6iS5ePAWjXrgX7Dxw1zu/QoTVWVlY4ORWgWLHCnPQ4m6LsSimGD/ue+QuWvXb29PCu3q3lXfoSIh+gEnASaJ9eIWIMMawY9QcDl/6ITq/j8Np9+F+/S5v+n+Bz4Qbn9pyiw7CuZMqamW/nxt6ZI9QvhFk9J+NQLD+fT+pFjKahU4pt8/7B/4b5G5ExhhiWjfqDwXGZD63dh9/1u7SNy3x2zyk+icvcOy5zmF8IM97Q3WQgdlzdwAGj2bh5KXq9jmVL13H58nVG/tifM2cu4LZtD0sWr+GPP6fjeWE/4eH36db1OwA+rFGFgQO/Jio6mpiYGPr3+5HQ0NhPKBYtnkntOtXJkyc3V68fY+KEGSxdsjbNMg8fPJFVGxai1+tYvfwfrl25weDhffA8e4ld2/ezatkGZs+fwrEzO4gIj+DrLwYBcP/+A+bPWcL2fWvRNI29uw+xd9chACaO+ZXZ8ycz7qcfCA0Jp3/vtLtLh8FgYPDAMfyzaYlxP1+5fJ0RI/tx5swFtrvtZemSNSz441fOnd9HePh9un/eF4APa1Sm/4D4/Tyg3yjCQs1/UWV8+Bgips7GZtYUlE7Poy3bifb2IcdX3Xh2+RqRh4+RreNHZKldA81gIObBA8LHTQHgyb5DZKpcAdsVfwIake4eRB5JWYPzP0U2GJg6YiYzV/6CTq9j6+rteF/zoefg7lzxvMrhXccoWf59pvw5gey5slGr8Yf0HNSNTvW741S8EEOnDESLiUHpdCydsxKf6+Zv6BoMMUwfOZtfV05Br9OzdU1s5h6DunHF8xpHdh/jg/Lv89Of48ieMxs1G39Ij4Hd6NzgC2JiYpgz7ndmrpmKUoqrF66xeeU2s2d+lcGjJ+Nx9jwREQ9o2KYz337ZhXau6TfcJsYQwx+j5jNy6Rh0eh371u7B9/pdOg7oxM3zNzi15yRdhncjc9YsDJwbeweUEP97TOkxkQ9b1qJk1dJky5Wdeu1jL0CfM2gmPl6pHKL5CuY4VlT/sDKfdvqIixevcMR9KwDjxkxl184DaZa5X78f2bJlGXq9niVL1nD58jVGjRrA6dMX2LZtN4sXr+Gvv2Zw6dIhwsIi6No1/raqV68eJXv27FhZWeLq2oSWLTtz5cp1pk0bQ9mysZ9gTpo0gxs3Xn9fGwwGvu83ErdtK9HrdCxesgYvr2uMGT2IU6c92bp1N38tWs2SxbO44nWE8PAIOnWOvSWkl9c11q/fwgXP/UQbDPT9foTxOp/ly+ZQt86H2NhY43PrFGPHTWXR4tV80rEN33zTDYCNG91YvMR8F+2LlFPmGItmTkopJ2Crpmll4qYHAdmA1cBa4F9gH9BZ0zQnpVQ3oLKmaX3i6n3ipkMSL0tOd6d2GWoHZcRvy9oQfObVRW+Z7FZZ0jtCqjyKinx10VvGq4xTekdItfZ3M9YrUK8y3oenBzzNd598c/m0Ur/0jpAqu0Le2rsVv9Azw+uP804P0THmvymBOUQ/80vHkdhJ/VSos1nbaMNuL0+Xx5vhes41TfMh9gLP59NTEyxOeAXXyLjli4HFCeqdEvxuskwIIYQQQoj0lOEa50IIIYQQQsSk693IzSfjfaYphBBCCCHEO0p6zoUQQgghRIaTsa7ySTnpORdCCCGEEOItIT3nQgghhBAiw3k3R5xLz7kQQgghhBBvDek5F0IIIYQQGY6MORdCCCGEEEKYlfScCyGEEEKIDCfmrfq+0rQjjXMhhBBCCJHhyJcQCSGEEEIIIcxKes6FEEIIIUSG8272m0vPuRBCCCGEEG8N6Tl/hXf1Nj1vk8joZ+kdIdWyWWVO7wip8tQQld4RUq2x97/pHSHV9Cpj9Xdk1lmmd4T/C6tOz0jvCKnWqkLv9I6QKvn12dI7Qqpkkb7RNPGuttGkcS6EECLD+LRSv/SOkCoZsWEuhEhf0jgXQgghhBAZjtytRQghhBBCCGFW0nMuhBBCCCEynHez31x6zoUQQgghhHhrSM+5EEIIIYTIcN7Vu7VIz7kQQgghhBBvCek5F0IIIYQQGY7crUUIIYQQQghhVtJzLoQQQgghMpx3s99ces6FEEIIIYR4a0jPuRBCCCGEyHDkbi1CCCGEEEIIs5KecyGEEEIIkeFo7+ioc+k5N4OydZ2ZvHcWPx/4jRbftE2yvMmXrkzaPYMJ239lyIrR5HHMa7I8c7YszDi+gC5je7ypyG9V5iYu9bh08RBXvI4wZHDvJMutrKxYuWIeV7yOcOzIFgoVym9cNnRIH654HeHSxUO4NK77ym0e2Pc3pzx2ccpjF3d8TrNh/Z8AuLq6cOb0bk557OK4uxs1a1R5rcdSv2Etjni44X5mB336Jd03VlaWzP/rV9zP7MBtz2oKFHQwLitZugRbd63ioPsW9h/dRKZMVmTJkpnla37n8MltHHTfwojRA14r14u4NK7HhfMH8Lp0mEGDvk0mrxXLl83F69JhDh/abNz31ta52LlzDaEhV5gxfbyxPkuWzGz8ZzHnPfdz9sweJoz/IU3zJlarfnXcjq1jx4kN9Piua5LllatXYMOepVzwP4ZLywYmyxasnsmJ63uZt/xXs2ZMrGb96mw5uga34+v48rsuSZZXqu7M2t1LOOd3hMYt65ss+33VdI5d282c5VPfVFwAPqxflQ2HV/DPsVV83uezJMsrVC/P8l1/cvzufhq2qJdk+XvZsuJ25m+GTOz3BtKCc92KzNw3l9kH59Pmm3ZJlrfs0Zrpe35j2o5ZjF45Hpu445tTqcJM/Odnpu+OXVajZa03kvdVRk76lTotPqFN56/TO4pRpXqVWHhgIX8e/pOPv/04yfIy1cow2202W723Uqu56X78YtgXzNszj3l75lHHtc6bikzpus6M3zuTiQdm0/SbNkmWN/6yJWN3T2f09qkMWDEKa0cb4zJrBxv6LR3JuD3TGbt7Onny502yvjmUrFueEXun8+OBmTT6pnWS5fW/bMHw3dMYuv1neq8YSe4EmVv98BnDdk1l+J5faTe62xvJK15PmjfOlVJuSqlcqah3UkpdTOscKfzb/6b5NnU6uo7rybRuExnWuB/VW9XCoVh+k5rbXt6McR3CyGYDOLX9OB2HmZ6Q2w38lCsnvNI6WobIrNPpmDVzIi1dO1O2fH06dmxDyZLFTWq+6P4p4eH3+aBULWbMWshPk0YAULJkcTp0aE055wa0aPkZs2dNQqfTvXSb9Rp8ROUqLlSu4sLxE6f5Z+N2APbtO0LFSo2pXMWFnl8NZP781Dd+dDodP039kU7tv6JONVfatm9BifeLmtR06tKeiIj7fFixKfPnLmXkmEEA6PV65iz4mSEDxlD3Q1c+avk5UVHRAMz77S9qV21BozofUaVaBRo0qp3qbC/KO3PmBFq17kp55wZ07NCaDz4w3ffdu31CREQEpUrXZtbsP5g4YTgAkZFPGTt2Kj/8MCHJdqfPmE+58vWpWq0ZH9aoQhOXemmSN7n8P04Zwleffo9rrY60+KgJRUsUNqnx9wtkWN9xbPt7V5L1/5prdIYSAAAgAElEQVSznKG9R5sl24vodDpGTh7EN53606r2pzRv60KREk4mNQF+QYz8fjxuyWReNHcFw/qMfUNpY+l0OoZOGkDfzwbxcd0uNGnTiMKJMgf6BjHm+0ns/GdPstv4emgPzrifewNpY/P2GN+LiZ+PpX+j3tRqVYf8xQuY1HhfusXQlgMY2LQv7m7H6DKsGwBPnzxldv/p9G/chwldx9B9dA+y5njvjeR+mTbNG/P7r0lfa+lFp9PRe0Jvfuz6I70a9KJe63oULF7QpCbYL5hpA6axf+N+k/lVGlShaJmi9G7Sm36u/Wj3dTuyZstq9sxKp6PTuC+Z2W0ioxr3p2qrmtgnOu/d8fJmoutQxjYbxOntx2mf4Lz3xa992LlgM6Ma9WdS62E8DLn/BjIrPh73Bb93+4lJjQdQqVVN7Io5mtT4evnwi+swpjQbguf2E7QeFvvmuXDFEhSp/D6Tmw7mJ5eBFCxflGLVS5k9s7nFmPknvaR541zTtOaapkWk9XYziiLOxQi6Hci9u0EYoqI5seUIFV1Me12vuF/kWeQzAG6cvYa1XR7jMqcyRchhk5OLhz3/LzNXrVKBmzd98Pa+Q1RUFGvXbqKVaxOTmlauLixbtg6ADRu20aB+rbj5TVi7dhPPnj3Dx+cuN2/6ULVKhRRtM1u296hfryabNu0A4NGjx8Zl72XNiqal/qOzCpXK4X3rDndu+xIVFcXGDW40aW7aW9ukeQPWrtoEwNZNO6lVtzoA9RrUxOviVbwuXgUgPDyCmJgYnjyJ5OjhkwBERUVx4bwX9g52qc6WnCpVnE3307rNuLq6mNS4urqwbPl6AP7+exv169cE4PHjJxw75kHk06cm9U+eRHLwoLsx77mzF3DMb58meRMrV7E0d7x98b3tT1RUNG7/7KJBU9NeOP+7AVzzukFMTNLD7vHDHjz693GS+eZUtmIpY+boqGi2b9z9ksxJn4MnDp/i8RvOXLpCSe76+OF3J4DoqGh2bdpL3SamPaEBvoHcuHwz2cwflCtBHhtrjh/0eCN5izkXJ9AngOC7QURHRXN0y2GqNK5mUnPJ/YLx+Hb97FXy2Mf2NgZ4+xPoEwBAeHAY90Puk8M6xxvJ/TKVncuSM0f29I5hVMK5BP4+/gTeCSQ6KpqDmw9S3aW6SU2wbzA+V3ySHEsLFi/IhRMXiDHE8PTJU7y9vKlUr5LZMxd2Lsa924GE3A3GEBWNx5ajOLtUNqm56n7J+Ly4dfYaue2sAbAvlh+dXs/lI+cBePo40lhnToWci3HvdhChd4MxRBk4s+UYZROdq6+7XyIqLovP2evkijtXa2hYZrLEwtICCytL9BZ6Ht4z/xsK8XpS3ThXSg1RSvWN+326Umpf3O8NlVLLlVI+SimbuB7xy0qphUqpS0qpXUqpLHG1lZRSnkopd6B3gm2XVkqdVEqdU0qdV0oVj9vOFaXUkrh565VSWRNs56BS6rRSaqdSyj5uflGl1I64+YeVUh/EzS+slHJXSnkopcZjBrltrQnzDzFOhwWEkds2zwvr63ZoyPkDZ54/fj4Z+TlrJi01R7QXepsyOzjacdfX3zjt6xeAQ6LGZ8Iag8HA/fsPyJMnNw4OyazraJeibbZp04x9+4/y8GH8hymtWzfl4oWDbN60hJ49B6b6sdjb58PfL9A4HeAfhL29baIaW/z9AoyP5eGDh1hb56JIMSc0YNWGhew6uIHefb9Msv0cObPj0rQ+h+Mav/9V4v3n5xeAY+J972CHb4J9/+DBQ/LkyZ2i7efMmYMWLRqxf//RNMmbWD67vAT6BRmngwKCsbV/Mx81v658dnkJ9A82Tgf5B5PP7u3PHOQXnzk44B757GxeskY8pRT9R/dh5vi55oqXhLVdHkIC4o9voQEhJp0LiTXo2JizB04nmV+sfHEsrCwIuh2YzFr/32zsbLjnf884HRIQQp6X7OOEvC97U7leZTJlzkSO3Dko92E58jqY/zWQy9aaMP9Q43R4QBi5XnLeq9WhIRcPnAXAtog9Tx484pvfB/Hjtp9pP6wLSmf+UcK5bK2JSJA5IiCUnLYvPv5W71AfrwOxn1D5nLnONfdLjPeYz4ST87l8yJOgm35mz2xuMWhm/Ukvr/NsOgQ8/xy9MpBNKWUJ1AIOJ6otDszRNK00EAE8H+y3COiradqHieq/BmZqmuYct23fuPnvAws0TSsHPAC+jfubs4H2mqZVAv4CJsbVLwC+i5s/CHh+JpgJzNM0rQrwwiOsUuorpdQppdSpaw+9X71HTNdNMu9Fva412tTBqVxR3BbE9pw27NKU8/vPEBYQmmy9ubxNmVOSJfmaF6+bkm1+0qE1q9dsNJm3adMOypStS7v2XzJ2zOAU5X9lTlL2WCz0eqpVr0jvnoNp3fQzmrVsRK068T1Rer2e3/+Yyh/zl3Pntm+SbbyOlO37pOul5FMFvV7PsqW/MWfOIry977x2xpd50b58myX/HHnLJfscSNmqH3dry9G9xwlK8IbE3FQygV/0nK3dth5FyxZj0/y/Tebnypeb76b3Z86gWa/1Kdo7L5nnREqfyGcOneHU/lNM2ziNob8N5cqZKxiiDWkaLznJHcte9ESu1qY2TuWKsHPBZgB0ej3FqpRk3cSlTGz1AzYF81GzfT3zhX0uFce4ym1qUbBcUfbFZbYpZItdMUdGVf+GH6t/TYkaZShataQ5074Rmpl/0svr3K3lNFBJKZUdeAqcIbYhXRvoCwxLUOutadq5BOs5KaVyArk0TTsYN38Z0Czud3dghFIqP/C3pmnX405edzVNe97dtjzu7+wAygC742r0QIBSKhtQA1iX4MSXKe7/NYl/g7AMmJLcA9Q0bQGxDXw+d2qXqn+fsMBQrB0SXDRib01EcFiSulI1y+Hapx2TOv5I9LPYscRFK5bg/SoladClKZmzZsbC0oLIx5Gsm7I8NRFS7W3K7OcbQIH88RdF5ne0JyAgKNkaP78A9Ho9OXPmICwsHD+/ZNb1j133Zdu0ts5NlSoVaPdx8hezHj5ygiJFCpEnT25CQ8NT/Fj8/YNwcIzvebZ3sCUwIDhRTSAOcTn1ej3Zc2QnPDwCf/8g3I96EBYWO0Js7+5DlCtfiiOHjgMwdeZYbt26zcJ5afcpS+L95+hoj3/ife8XSP78Dvj5BaLX68mRI7sx48vMnTuFGze8mf3bn2mWN7GggGDsHOM/mbC1z0dw4L2XrJH+ggKCsXPIZ5y2dcjHvbc8c3DAPWwd4zPns8/LvaCQl6wRr2zl0lSoVp723dqQ9b0sWFha8vjRE36bNN9ccQkNDMHGPv74lsfehvCgpMe3sjXL067Px4zqMNx4fAPIki0LwxeNYvXUFVw/e9VsOTOykIAQk95uG3sbQoNS3mGzevZqVs9eDcCQ2UPw9/Z/xRr/XXhgGNYO8T3luV9w3itZsywt+nzELx1HG58XEYGh3PXyJuRu7PH83C4PilQoDmvNmzkiMJRcCTLnss/Dg+Ck56QSNcvi0ucjZnUcY8xcrklVfM5e59nj2KGHlw+cw6lCcW6evGze0OK1pLrnXNO0KMAH6A4cI7a3vD5QFEj8r5xwAKqB2DcDihe8IdE0bSXQCngC7FRKPR+gm7hei9vOJU3TnON+ymqa5hL3mCISzHfWNK1konXNxtvzBrZO9tjkz4fe0oJqrrU4u/uUSU3B0oXpPqkXM3pM5mHoA+P8+f1mMqDm1wyq9Q2rJy3l6N8Hzd4wf9sye5w6R7FihXFyKoClpSUdOrRmy1bTC+G2bN1Fly6xdwNo164F+w8cNc7v0KE1VlZWODkVoFixwpz0OPvKbbZv15Jtbnt4mmC8dNGiTsbfKziXwcrKMlUNc4BzZy5QpGghChZyxNLSkjbtmrNru+nFULu276fDp7FX3Lds3YSjcY3vA3uPULL0+2TJkhm9Xs+HNatw7epNAIaO+J7sObLz4w8/pSrPq5w65UmxYk7x++njVmzdutukZuvW3XTp3B6Ajz5qwYEDrx6iMmbMYHLmyM7AQWPSNG9iF856UahIARwLOmBpaUHzti7s35n4w7y3y8WzlylYpACOBe2xsLSgWZvGb31mr3NXKFA4Pw4FYjO7tG7IoZ1HUrTuj73H07Jye1pV7cCMsXNxW7fDrA1zgBue17Ev7EC+ArZYWFpQ07U2HrtPmNQULl2EXj99y+QvJ/AgNH4croWlBUMWDOfghv24u5lnONa74JrnNRycHLCN28d1W9Xl+O7jKVpXp9ORPVfs+HmnD5woXLIwpw8lHVaU1nw8b5AvwXmvimtNPBOd9wqUdqLzpK/4rccUk/Oet+dNsuZ8j2xx1x98UKMM/tfT5hPMl7njeZO8TnZY58+L3lJPRdcaXEiUOX9pJz6Z1IOFPX7m3wSZw/1DKFatFDq9Dp2FnqLVShJ0w/yZze1dHdbyuvc5P0TscJEvgAvAr8BpTdO05D6mTUjTtAil1H2lVC1N044AxvtwKaWKALc0TZsV93s54BZQUCn1oaZp7sCnwBHgKpD3+fy4YS4lNE27pJTyVkp9rGnaOhUbqJymaZ7AUeATYnvfk97/Kw3EGGJYNuoPBi/9EZ1ex6G1+/C7fpe2/T/B58INzu45xSfDupIpa2Z6z40dxxzmF8KMnpPNESfDZTYYDHzfbyRu21ai1+lYvGQNXl7XGDN6EKdOe7J1627+WrSaJYtnccXrCOHhEXTqHHvLPy+va6xfv4ULnvuJNhjo+/0I44V/yW3zuY4dWvHzL3NMcnzUtjmdO7cnKiqayCeRdPrsm9d6LMMHT2DVhj/Q63WsWv43V6/cYMjw7zh39iK7tu9n5bL1/DZ/Cu5ndhARfp9eX8Tu3/v3HzB/zmJ27FuHpmns3X2IPbsOYu9gS//BX3Pt6k12H9oAwF8LVrJy2frX2t+J8/br9yNbtyxHr9ezeMkaLl++xqhRAzlz+jxbt+1m0eLVLPprBl6XDhMWFkGXrvG3pbx69Rg5smfHysoSV9cmtGj5GQ8fPmTYD325cuU6J47H3gln3u+LWbRo9X/Om1z+CT/8wh9rZqHT6/h75RZuXL3Fd0O/4uK5y+zfeZgyziWZvfhncuTMQX2X2nw35Ctc63wCwLLNCyhSrBBZ38vC/nNbGNl/Ikf3p6yB8V8yTxo2lfmrZ6LX6/hn1VZuXvWm95CeXPK8woG4zDMWTSFHruzUc6lF78E9aVO3EwBLNv1O4bjMe85uZlT/iRw7cOIVf/W/Z/5l+HRmr5qGXq9j8+pt3LrmQ6/BX3LZ8wqHdh2lVPkP+OWvieTIlZ3ajWvw1eAv6Fgv6a0t34QYQwx/jJrPyKVj0Ol17Fu7B9/rd+k4oBM3z9/g1J6TdBnejcxZszBw7lAAQvzvMaXHRD5sWYuSVUuTLVd26rWP7SuaM2gmPl6pG+6Y1gaPnozH2fNERDygYZvOfPtlF9olusj9TYoxxDDvx3lMWD4BvV7PrjW7uHPtDl0GduHa+Wuc2H2CEuVL8OPCH8mWMxvVGlWj84DOfN3oa/SWeqZuiL0b1uN/H/NL31+IMZj/PhkxhhhWjvqTfktHoPQ6jq7dj/91X1r178jtCzfx3HOK9sO6kDlrZr6OO++F+oUwp+cUtJgY1k1cxsAVo0Ap7ly8xeHVe99I5vWj/uLbpcPR6XUcX3uAwOu+NO//MXcu3OLintO0HtYZq6yZ6T63PwDhfiEs7PkL59yOU6JGGX7YORU0jcsHz3Fx7xmzZxavR73O+DmlVENih5Xk0jTtkVLqGvC7pmm/KqV8iBuLDmzVNK1M3DqDgGyapo1RSj0fI/4Y2EnsuPEySqlhQGcgitgx4Z2AHIAbsW8IagDXgS6apj1WSjkDs4CcxL7RmKFp2kKlVGFgHmAPWAKrNU0bFzd/ZVztBmCkpmnZXvZYUzusRaTeCn/zNoDMwSZr+t+xITXCI9P8rqFmVySHee7qYk56lbG+OiKzzjK9I6Sak1XKLkB+W6w6PSO9I7yWVhWSfsfE2yy//qWn8rdOlgz6NTOzfNa8vAf2Devp9LFZ22gLfdaly+N9rZ5zTdP2EtvofT5dIsHvTnG/hhA7Jvz5/KkJfj8NlE+wyTFx838CTD6rV0rlAGI0TUvybQtx49mTfGOBpmneQNMXzE94EWr6dVcLIYQQQgiRyOsOaxFCCCGEECLdJL4D2rvirW+ca5rmQ4IeeCGEEEIIId5Vb33jXAghhBBCiMTMf+lw+siYVyQIIYQQQgjxDpKecyGEEEIIkeG8q2POpedcCCGEEEKIt4T0nAshhBBCiAxHxpwLIYQQQgghzEp6zoUQQgghRIYT8xrfcp8RSM+5EEIIIYQQbwnpORdCCCGEEBnOu9lvLj3nQgghhBBCvDWk5/wV9Kj0jpAq3tH30ztCqhXMkS+9I6Sa/7+h6R0hVc47lUnvCKk2JzJHekdItSG299I7wjuv1MWL6R3h/8Lms3PSO0KqrSg/Kr0jpFj7To/SO8I7IeYd7TuXxrkQQghhJq0q9E7vCKmWERvmQrxLpHEuhBBCCCEynHf1G0KlcS6EEEIIITIc+RIiIYQQQgghhFlJz7kQQgghhMhw3tULQqXnXAghhBBCiLeE9JwLIYQQQogM5129IFR6zoUQQgghhHhLSM+5EEIIIYTIcORuLUIIIYQQQgizkp5zIYQQQgiR4WiajDkXQgghhBBCmJE0zoUQQgghRIYTg2bWn5RQSjVVSl1VSt1QSv2QzPIBSikvpdR5pdRepVShV21TGudCCCGEEEKkklJKD8wBmgGlgE+VUqUSlZ0FKmuaVg5YD/z8qu3KmHMzKFPXmU6juqP0Og6v2YvbvI0my12+bEmdTxpiiI7hYdgDFg2ZQ6hfCAB/3FyD79U7AIT6hTC755Q3krlKvcr0Gfster2Obau2s2rOGpPl5aqVpfeYbyhasgjjek/k0LbDADjXKE/v0d8Y6woWLcC43hM5uvOYWfPWaVCDUZMGo9PpWLt8I7/PWmSy3MrKkqlzx1OmXEkiwu/zXY+h+N0NwNLSgonTRlLWuRQxMRrjRvzMiaOnzZr1ucaN6zJt2hj0ej2LFq1m6tS5iTJb8eef06lYsSyhoeF06dKb27d9adiwNuPH/4CVlSXPnkUxfPhEDhww7/59LmutStiO+Bp0Ou6v30HYwnUmy3O0bUTewT2IDop9/kas2ML99TuNy3XvZcXJbT7/7jlG8Ph5Zs9bsm55PhrVDZ1eh/uafeyZt8lkef0vW/DhJw0wRBv4N+wBK4f8Tnjca6/VD59RukEFlE7H1cPn2TB2sdnzAmSqXoVcA/qgdDoebXbj4dJVJsuztmhCzu96YbgXm/PfdRt5vNkNgJx9viJzzeqgFJEnT3P/198kc5xGjesw5edR6PU6lixZy/Rpv5sst7KyYv7CqVSoUIawsAi6df2OO3f8qFSpHDN/mwSAUoqfJs5k65ZdODraM3/hVGxt8xITE8PiRauZN3exWbIDVKpXia/HfI1Or2PHqh2sm2v62itTrQy9RveicMnCTO49mSNuR4zLvhj2BVUaVgFg1cxVHNpyyGw5U2rkpF85dPQk1rlzsXH5769e4Q1zrFeOquO6oHQ6rq86wIU5W5KtK9SiCvUXfM+WZj8Set77DacE/fsVyNTqS9DpiDq5h6j9f5sst3Ltjr5YWQCUZSZUtpw8GtUZgMw9fkRf8H0M3peJXDTxjWc3h7fgbi1VgRuapt0CUEqtBloDXs8LNE3bn6D+OND5VRv9v22cK6UWA1s1TVufptvV6eg8rgfTOo8jLDCMUZsnc273Kfxv+Bpr7nh5M851KM8in1GvswsfD+vC732mA/As8hljmg9Oy0ivpNPp+H7CdwzuNJR7ASH8vu03ju1y5/b1O8aaIL9gpgz4hY69PjZZ99wxT3o2+RqA7Lmys/zIYk4dNG9jV6fTMXbKD3Rt/w2B/kFs3L2CPTsOcuPaLWNNh8/a8CDiIQ2qtqZl2yYMHf09fXv8wCddPgKgWZ0O5LHJzV9rfqNNo85mv6hEp9Mxc+YEWrT4DF/fAI4e3cLWrbu5cuW6saZbt45ERNyndOk6fPyxKxMmDKNLl96EhITRrt0XBAQEUapUCbZsWU7RolXNmjcuNLajeuP7xXCigkIotG4m/+47wbObd0zKHm4/+MKGt833XXjiccH8WQGlU3w87gvmdJ5IRGAogzb/xMXdpwi84Wes8fXy4RfXYURFPqNW58a0HvYZi/vMpHDFEhSp/D6Tm8a+9vqtH0ex6qW4cdzrRX8ubeh05B78Pfe+G4wh+B75Fs/jyeFjRHvfNil7sucAEVNnmcyzKlsaq3JlCPqsBwB5F8wkU8XyPD3j+X+fWafTMe3XsbR27YqfXyAHDm/Ebdserl65Yazp+nkHIiIe4FyuAe3at2Ts+KF0/7wvXl7XqFurNQaDAVu7vBw7vo3tbnuJNkQzYvgkPM9dIlu29zh0ZDP79h0x2WZa5u89oTfDOw0nJCCEmVtncmL3Ce4kOCYH+wUzbcA02vVqZ7JulQZVKFqmKL2b9MbSypKf1//Mqf2nePzv4zTPmRptmjemU7tWDB8/NV1zJEfpFNUmfs6uTyfzOCCMlm7juLPrNPev+5vUWbyXmZJfNOHembT/N09hUDK1/YonC8ag3Q8lS9+fib50Ei04vn3xbEt8R5VlzeboHIoYp6MObCTKMhOW1Zu80dgZmVLqK+CrBLMWaJq2IMG0I3A3wbQvUO0lm/wS2P6qvyvDWtJYEediBN8O5N7dYAxR0ZzYchRnlyomNVfcL/Es8hkAt85eJ7ddnvSIavSB8/v4+/gTcCeQ6Kho9m06QE2XGiY1Qb5B3LrsTUzMixuxdVvU5uR+D55GPjVr3vIVy3Db+y53b/sRFRXN1n920rhZPZOaRs3qsWF1bM/H9s17qFE7tjFb7P0iHD18EoDQkHAe3n9IWefEn0ClvSpVnLl50wdv7ztERUWxbt0WXF1dTGpcXV1Yvjz2veLff7tRv35NADw9LxEQEASAl9c1MmfOhJWVldkzZy5Xgqg7/kT5BkJUNA/dDpKtYfUUr5+pdDH0eXLz6OgZM6aMV8i5GPduBxF6NxhDlIEzW45RNtFr77r7JaLiXns+Z6+TK+61p6FhmckSC0sLLKws0VvoeXjvvtkzW5X6gGhfPwz+ARAdzZPd+8hSp8arVwTQNFQmK7C0QFlaoiwsMISFmzcwGSNz5crluXXrNj4+d4mKimLD+q20aNnYpKZFy0asWrEBgI3/bKdevdjH8ORJJAaDAYDMmTLx/H17UOA9PM9dAuDffx9x9eoNHBzs0jw7QAnnEvj7+BMYd0w+uPkg1V1MX3vBvsH4XPFJ0rFQsHhBLpy4QIwhhqdPnuLt5U2lepXMkjM1KjuXJWeO7OkdI1k2FYry0CeIf+/cIybKgPem4xRsknSfVRzSnovztmKIjEqHlKArWJyYkAC0sCAwRBN97ggWpV/cUWPhXJvoc4eN04YbF+DpkzcR9Y3RzP2fpi3QNK1ygp8FiSKoZGMlQynVGagM/PKqx/XWNM6VUl3jBst7KqWWKaVclVInlFJnlVJ7lFK2cXV1lVLn4n7OKqWyK6XqKaW2JtjWb0qpbnG/j1JKeSilLiqlFiilktuRaSaXrTVh/iHG6fCAUHLbWr+wvnaHBlw4cNY4bZnJilGbpzDin0lUSNSwMBcbexuCA+4Zp+8FhmBjb5Pq7dRvVY+9G/e/uvA/srPPR4B/kHE6wD8IW/u8JjW29vkI8AsEwGAw8PDBv+S2zsXlS9do3LQeer2e/AUdKFO+FA6O5jnBJuTgYIevb3wvjJ9fAA4Oti+sMRgMPHjwkDx5cpvUtG3bHE/PSzx79szsmS1sbYhK8LyIDgzBwjbpG8nsjWvhtGkuDjNHYGEX97xRinxDe3Lvlz/MnvO5XLbWRPiHGqcjAkLJaZv7hfXVO9TH68A5AHzOXOea+yXGe8xnwsn5XD7kSdBNvxeum1b0+WwwBAUbpw3BIejz5k1Sl6V+bfItX4j1T6PR54td/uyiF09Pn8Nh23rs3dYRedyDaJ87Sdb9f8xs72CHr2+AcdrfLwAHe9tENbbGmuevN+u411vlyuU54bED95Pb6dd3pLGx/lzBgo6UK1+aUx7n0jw7gI2dDff84197IQEh5ElhJ473ZW8q16tMpsyZyJE7B+U+LEdeh6T/PiJeVrvcPPIPM04/Cggjq53pscO6dCGy2lvju8c8/+YpoXJYo0XEty+0+6GonMk/L1SuvCjrfLENcmFOvkCBBNP5Af/ERUqpRsAIoJWmaa/swXwrhrUopUoTG7qmpmkhSilrYt95VNc0TVNK9QCGAAOBQUBvTdOOKqWyAZGv2PxvmqaNi/s7y4CWQPKDydLmsSSZ96IhE9Xb1MapXFGmdBxlnDe4xtdEBIeTt0A+Bq8ag++VO9y7E5Ts+mlFJfPGL7XDPKzzWVPkg8J4HDyVVrFeLJm3V4njvujfYd2KTRQrUZhNe1bg5xvAmZOeRCc68ZpDSp4Xr6opWbIEEycOo2XLVw5XM59E+/nf/Sd4uPUgWlQUOTs2x27yQHy7DSNXp5Y8OuhBdGBI8tsxh2T3X/KlldvUomC5oszqOAYAm0K22BVzZFT12Osnei8fyZWq57l58rK50sZ59ZM58rA7j3ftg6go3mvrSu7RPxDSeyD6/A5YOBUkwLVD7GOY/QtWzuV4du78/33m5LpgkrzeXvI4Tp3ypFqVppR4vyjzF0xl964DPH0a+4b4vfeysmzlXH4YMp6HD/9N09wJwiWTLWWrnjl0hhLlSzBt4zTuh97nypkrGKLNf4zL0JJ9wpgurzqmM0f6z39jkZKV/BM72VIL51pEn3cH7S0YlW1GKb2jihl5AMWVUoUBP+AToFPCAqVUBWA+0FTTtOCkm0jqbek5bwCs1zQtBPJ7egoAACAASURBVEDTtDBi333sVEpdAAYDpeNqjwK/KqX6Ark0TYt+xbbrx/XAX4j7O6VfUY9S6iul1Cml1KmrD2+9qtxEeGAo1g7xvc657fMQEZz0Y9tSNcvSsk87ZvWYTPSz+IfwvPbe3WCuHL9EwdKFU/X3X8e9gHvkS9DznNfOhtDA0JeskVR917oc2XH0jZwEAv2DsU/Q62zvYEtw4L1ENUHYx/WI6/V6sufIRkT4fQwGAxNGTqNl/U/o1aU/2XNmx+em+Xsb/fwCyJ/fwTjt6GhPQEDwC2v0ej05cmQnLCwirt6OtWsX8OWX/bl1y3Rsr7lEB4VgmeB5YWFnQ3Sw6fMiJuIhWlTsR7z31+0gc+niAGRxLkmuz1wpsncxeYf0IEfrRtgM6G7WvBGBoeRyiO9FymWfhwfJvPZK1CyLS5+PWNDjZ+Nrr1yTqvicvc6zx0959vgplw+cw6lCcbPmBTAE30Nvm884rc9ngyHE9A1NzIMHELePH23ahtUHcfu4Xm2eXfRCexKJ9iSSSPeTWJUpKZkBf79A8ue3N047ONoTEGj6evP3j69J/Hp77trVmzx69JhSpd4HwMLCguUr57J2zWa2bN6JuYQEhJj0dtvY2xAalPJj8urZq+nTtA8jPhsBCvy9k3TkiQQeB4TxnkP8J9zv2VvzOCj+2GGZLTO5PshP0/UjaH98OnkrFqXhogHkKWf+83NC2v1QVK749oXKmQftQViytRbOtUyGtAjziGuD9gF2ApeBtZqmXVJKjVNKtYor+wXIBqyLG/Wx+VXbfVsa54qk/QKzie31Lgv0AjIDaJo2GegBZAGOK6U+AKIxfSyZAZRSmYG5QPu47Sx8vuxlEo4xej97kVeVm/D2vIGtkz02+fOht7SgmmtNzu32MKkpWLowXSf1YlaPyTwMfWCcnzXHe1hYxX6Y8T/27js+iuL/4/hr7pIAoSQkQEISIPSOgDSVjqAioQiiNAEVf+LXBiqCKCICImDjK6Ao3UJTpEuT3nuHhACBVCCVFpLcze+PO0KOJEAkl7vw/Tx95EFuZ3bz3nP3bm52dq5I8aJUfrQaUSHh2NvJQ6fwL++PbxlfXFxdaN2pJdvX7sjRNlp3asX6JfYf0gJw+MAxAiuUJaCsH66uLnTo8hTr/t5oU2f935vo+mIQAM90fJIdWyz/DwoWKkghd8sh0LRFY0wmk82NpPayd+8hKlUqT2BgGVxdXXn++SCWL19rU2f58rX07t0NgOeea58+I4uHRzEWL57FJ598yY4deXBlwir5SDCu5fxw9fcBVxeKtm/B1X922tQxlrx96bdI6yakhFrui4n6YDxnWvflTJt+XBr/M0lL1nH5a9sZdXLb+UOhlAz0xSugJEZXI/WDHufIWtvnK6BmIC+OfZWfXh3P1QznXnzkZSo1roHBaMDgYqRi4+rEnLb/uZdy4iQuZfwxlvYFFxcKtW3Njc22557B+3ajoWCzx0m1DgMxRcdQoN4jYDSA0UiBeo/kybCW/JB5377DVKgYSLlyAbi6utK1WwdWrlhnU2flivX06GW5mbJzl2fYtMmyD+XKBWA0GgEoU8aPylUqEHbecixMnjqOU6dCmfzf6bmeOaPgQ8H4BfrhU8YHF1cXWnRswc61O++9IpabSYt6WsZ2B1YLpHz18uzbnDczUuVXlw+eoVh5X4qUKYnB1Uj5Tk24sOb2vTKpV24wr/ZAFjUZxKImg7i0P5T1/b/O89lazBdCMJQojSpeCowuuNRtiun4nkz1VEk/VKEimMNO5Wk+R9Ba2/XnPjOs1FpX0VpX1FqPsS4bobVeav39Sa21j9a6rvWn49236CTDWoD1wGKl1Dda61jrsBYPLJcIAPreqqiUqqi1PgIcUUo9BlQD9gE1lFIFsDS+2wBbud0Qv2wdAtMNyxyTdmM2mfllxM8MnvMxBqOBrQv+ITIknM6DXuDckVAOrttL92F9KOBekDemvAfcnjKxdKUA+o59Da01SilWTl1sM8uLPTNP+uR7xv/6BQaDgVXzV3MuOIz+7/fl1KFgtq/dQdVHqvD5zyMp4lGEx9o2of/gl+jfZgAAPgE+lPQryaEd9r6cbmEymRg59EtmL5yCwWBg4W9LCDl1hneHDuTIweOs/3sT83/9i6+njOaf3UtITEji7QGW7wXwLlGc2QunYDabiYm6xOCBH+dZ5nff/YRly+ZiNBqZPXs+J04EM2LEYPbtO8KKFWuZNWs+M2Z8y7Fjm4mLS+Cll94EYODAvlSsGMiwYW8zbNjbAHTo0JtLl3J2dSPnoc1c/HwqAdNHg8FI4h9rSDl9Hu+3+pB8NJhrG3ZRvE8nirRqgjaZMCdeIXrYV/bNdBdmk5lFI2bwxpyPMBgN7FywkeiQcNoPep7zR85wdN0+Og3rjZt7QfpPGQRAfMRlfhowgYMrd1Ll8VoMXT0RtObEpoMcXZ8HN7KazCRM/C8lJn2JMhi5tmwVaWfPUey1fqScCCZ5y3aKvPAchZo9bnmOk5KIH2WZXvXGP5sp0KAePr9OBzTJO/aQvDVnH6of1swmk4kP3hvJ4iWzMRoNzJ2zkJMnQhj+8bvs33+EVSvXM2f2fKb9/DUHD/9DfHwi/ftazq3HHm/AoMGvk5qWhtlsZvC7I4iLjafJYw3o0fM5jh49ydYdllucRo2cyJrVG3M9v9lkZuonUxn9y2iMRiNr5q/hfPB5+rzXh+DDwexau4sqj1Thk58+oYhHERo/2Zjeg3vz+pOvY3Q1MvEPy4wo169eZ8LbEzCbHD+04YNPx7HnwGESEpJo07k3b7zSh65BzjFriDaZ2fnxbNr+NgRlMHB6/iYSgiOo+35XYg+d5cLavLmp/Z7MZm7+9ROFBnxqnUpxPeaYC7i164Ep/HR6Q921bjPSDm7NtHqhgWMwlPKHAgVxH/4TNxdOxhTsuDH0InvK3lPI3S+lVF8sw1dMWCZsXwx8g6WBvhNoqLVuqZT6L9DKWu840E9rfVMpNR7L3JIhQAqwVGs9Syk1GssYoHNYprsJ01qPvN+pFF8O7OYcT9B9Optm/xkmcltYch6OS84lkVft3DDOZYcC7zmay+lMTi7m6Ag5NsTn0r0riQdS4+g5R0fIkSe8qjo6Qo4tPTDZ0RH+lV8fGXHvSk6iW89rjo7wrxSZsNiuk2rk1FNlnrFrG231hVUO2V9n6TlHaz0bmH3H4iVZ1Hsrm/WHYLlp9M7lHwOZuke11v3+VVAhhBBCCOFw2vE3hNqFs4w5F0IIIYQQ4n+e0/ScCyGEEEIIcb+cYCpFu5CecyGEEEIIIZyE9JwLIYQQQoh8x1kmNclt0nMuhBBCCCGEk5CecyGEEEIIke/ImHMhhBBCCCGEXUnPuRBCCCGEyHdknnMhhBBCCCGEXUnPuRBCCCGEyHfMMluLEEIIIYQQwp6k51wIIYQQQuQ7D2e/ufScCyGEEEII4TSk5/weRpaId3SEHImM9HB0hBx7xZjk6Ag5ZjKbHB0hR+YkF3d0hBxLJc3REXLM47HCjo6QI8ol//XPpBzKX8dFgLGIoyP8z+h1aJSjI+SIKeKkoyPkew/rPOfSOBdCCCFEul8fGeHoCDmW3xrmQtyNNM6FEEIIIUS+87D2nOe/a5pCCCGEEEI8pKTnXAghhBBC5Dta5jkXQgghhBBC2JP0nAshhBBCiHznYR1zLo1zIYQQQgiR7+iHtHEuw1qEEEIIIYRwEtJzLoQQQggh8h25IVQIIYQQQghhV9JzLoQQQggh8p2H9YZQ6TkXQgghhBDCSUjPuRBCCCGEyHdkzLkQQgghhBDCrqTn3A4KPtaQ4u//BwwGrv21kqTZ82zKC3d4Cs93XsN08TIAVxYs4dqSlRR4tC7FBw9Mr+caWJbLH43mxqZtds/s0bIegZ+/jDIYuPj7OiK/X5xlPa9nH6PKTx9w5OkPuHY4FOXqQvnxr1OkTkW0WRM2YjpJO47ZPW/TVk0YOnowRqOBP35dys//nWNT/miTugz9fBBValTig//7hDXL/0kv+/H3b6nzaC327z7Ef3q/l+vZ2rVryddfj8JoMDBj5u9MmDDZptzNzY2ZM7+jfr3axMXF07PXQMLCwgEYMuRN+vd7EZPZzKBBn7B27ab09QwGA7t2riIiIprOXfqmLx816kO6du2AyWRi2o9z+H7yjFzbl8ot6vDsiJcwGA3snb+BzVOX2ZQ36tWGxn3aos1mbl67yV/DfubS6QgKeRah59R38K9TkQOLNrPs01m5luluarR4hO4j+qOMBrbNX8+aqUtsytu88ixPvNgGU5qJq3FJzB0ylbiIy1R5rCbdPrn9nPpW9GP6W99xaM2ePMl9i7FafQo+NwCUgdSda0lZv8imvEDnVzFWrg2Aci2AKurB1WE98jTjnYxV61Gg0wAwGEjdtZbUDX/YlLt1fAVjxVoAKLcCqCIeXPukl91ztW3bgq++GonRaGTmzHlMnDjFNpebG9Onf0P9+rWJjY2nT5//EBYWjpeXJ7///gOPPvoIc+cuZNCgEenrdOsWxIcfvonRaGTVqn8YPnys3fLXbFGXF0f0x2A0sGX+ev6e+pft/r3SgaYvtsGcZuJKXBKzhkwhLsLynuLlV4KXxr2Ol583WsOk/mOJDb9kt6xZ8W9Zh0aj+qAMBkJ+38iRycuyrFfu2Ya0mvYOy575hNjDZ/M04918PPZrNm/bjVdxT/765QdHx0m37eAJvpy5GLNZ06VNY17p/KRNeeSlOD6dOo/4pKt4FHFn7Fu98fH2JPJSHIMnzsRsNpNqMtHj6WZ0b/eEg/Yi9zysY84d2jhXSnUEamitx2VTXhfw01qvtNPfHwlc1VpPzLWNGgwU//BtLv5nCKaYS/jOmcL1zTtIOxtmU+362o3Ej/+vzbKb+w4S3ev/LJspVpTSi+eQvHNvrkW7W+byYwdw4sXPSImKpdbK8cSv3sONkHDbaoUL4vtKe67sC05fVqqX5YXhcJtBuHh7UO3Xjzn6zBCw46Umg8HA8HEfMKD7W8REXmT+6llsWL2F0ODbL+xRETEMf+dz+g3M3AiYMeUXChUqyPMvdbFLtknfjeGZ9j0ID49i546VLF++hhMnQtLrvNy/BwnxiVSv0ZTu3TsyduxwevUaSPXqlXmheyceqdsaPz8f/l41jxo1m2E2mwF4+61XOXEyhGJFi6Zvq+9L3SkT4EetWs3RWlOypHeu7YsyKIJG9Wdm7y9Iio5l4NLRnFi7n0unI9LrHFqynd2/rgeg2pP1af9Jb2b3/ZK0m6ms+2oRPlUD8KlSJtcy3Svvi6NeYVLv0cRHxzJ06RccXruX6Ax5Lxw/xxdBQ0lNTqF577Z0Gdab6W9+S/COY4xtPwQAd4/CjNr0X45vPpQnuTPsAAW7vc71qZ+gE2JxH/w1aUd3YY65kF7l5l8/p//u2qwDxoAKeZvxTspAgS7/x41pn6ITYyn0zkTSju9GZ8icsnR6+u+uTzyLwd/+mQ0GA999N5pnn+1FeHgU27YtY/nytZw8efs87NfvBRISEqlZsznPPx/E6NHD6NPnPyQn3+Szz76iRo2q1KxZJb2+l5cnX3zxEY899iyXL8fx889f06rVE2zYkPudJ8pgoOeoV/im9+fER8cxfOkXHFq7l6jTt1+Tzx8/y5igD0lJTqFF73Z0G9aHaW9+A8DLX7/Jiu//5MTWwxRwL4i2vobkFWVQNB7TlzU9xnE9Ko4OK0dxfs0+EkMibeq5FC5I9Zef4tL+03ma7350bt+Wnl078tHnudc8eFAms5mx0//gx49fx8fbk57DvqFlg1pUDPBNr/P13KUENW9Ax5aN2HU0hO9+W87Yt3pTsngx5ox+BzdXF64n36Tre1/SskEtSnl5OHCPRHZybViLssjR9rTWS7NrmFvVBdrnMIdDP3C41axG2oUITBFRkJbG9TUbcG/xeI63U6hNc5K370bfvGmHlLaK1KtE8rkobp6PQaemEbtkK8WfapSpXpkhPYmc8hf6ZsrtnFXKkLTlMABpsYmYEq9R+JGKds1bu34NLpwNJzwsktTUNFb+tZZWTze3qRN5IYrg46ezfFPatWUv165et0u2Rg3rERp6jrNnz5Oamsr8BUsICnrKpk5QUDvmzl0IwB9/rKB1q6bW5U8xf8ESUlJSOHfuAqGh52jUsB4A/v6leeaZNsyY8bvNtv7v/15i9Jhv0sfdXboUm2v7ElC3EnFhMcRfuIgp1cThZTuo3u5Rmzo3r95I/93NvUD6h7LUGzcJ23uK1JupuZbnXgLrVuJSWDSXrXn3LtvOI+0a2tQJ3nGM1GTL8XvmQAjFfb0ybad++yYc23ggvV5eMZSrjPlyFDo2BkxppB3YjEvtxtnWd63fnNR9m/MwYWaGspUxx0aj46yZD27BpWbm145bXOo1J+2A/TM3bFjX5jxcuHAZQUHtbOoEBbXjl18sVyb+/HMlrVpZehGvX7/B9u17uHkz2aZ++fJlCQk5y+XLcQD8889WOnd+xi75y9scy2nsWbaNuu0a2NQ5teMYKenHcnD6sVy6UgAGo5ETWy2vyzevJ6fXyysl6lXkyrkYrp6/hDnVxNklOyn71KOZ6tUf0o2jU5djSs6714n71aBubTyKFb13xTx09PR5yviWIMCnBK4uLjz9eD027jlqUyc0PJrGtS0fKhvVrMTGvZZyVxcX3FwtzaOU1DTM5oejx1nb+T9HeaDGuVIqUCl1Qik1BdgP9FFK7VBK7VdKLVRKFbHWa6+UOqmU2qqUmqSUWm5d3k8p9b319+eVUkeVUoeUUpuVUm7AKOAFpdRBpdQLSqnCSqkZSqk9SqkDSqlOGbazUCm1DFhjXfaBtd5hpdRnGTIPV0qdUkqtA6o+yP5nxViqBKaY25cP0y5ewliqRKZ67q2b4fv7T5T48lOMPiUzlRdu14prqzfkdrwsufl6kxJ5u1GXEhWLW2nbRot7rfK4+XmTsG6fzfLrx85ZGvJGAwXKlKJwnYoU8Mu8v7nJx7cUUZEx6Y9jIi/i45v5OXQEP39fwsNv9w5FRETh7+ebqc4Fax2TyURiYhLe3sXx98u8rp+/Zd2vvvqMYcNGp/ei31KhQiDPP9+RnTtWsmzpXCpVKp9r+1LMpziJGY6LpKg4PHwyN2Yb92nL4E3f8NTQniwfOSdTeV7x9PEiPkPe+KhYPLPIe8sT3VtzbOPBTMsbBD3BnqX2H0p2J4OHN+b4y+mPzQmxKI+sr4So4iVRXj6YQg7nVbysc3h4oxNuZ9b3zFwK0+kjds/ll9W55OeTbR2TyURS0hW8vYtnu83Q0DCqVKlIuXIBGI1GgoLaERDgZ5f8nj5exNkcy3F4+mR/Vaxp9zYc3XgAAJ8KpbmRdI2BP7zPJyvG022YZWhJXnL3Lc61yLj0x9ei4nD3tX1uvWqWw720F+HrMp+DImsX4xLw9fZMf1zK24OYuESbOlXL+bNul+Wq3/rdR7h24yYJV64BEH05nm7vj+epgZ/Rv1Mb6TV3YrlxxlYF5gBtgVeAJ7XW9YG9wGClVEHgR+AZrXVTILtW1AjgKa31I0BHrXWKddl8rXVdrfV8YDjwj9a6IdAKmKCUKmxd/zGgr9a6tVKqHVAZaISl9/1RpVRzpdSjwItAPeA5wLZbzUop9ZpSaq9Sau9vlyKyqpIzdwzxuLFlBxFBvYjuMYDk3fvwHvmhTbnB2wvXSuVJ3pFH411VFssyRlaKwJH9Of/ZrEzVLs5bT0pULLX/nkC5US9zZe9JtMlkr6TWPJkXOfITbkZKZQ53593kWdfJft327Z/k0sXL7D+QuVFToIAbyck3afJYe6bP+I2fpn31AOlt3c++AOyau5avWwxi9bjfaflW51z7+zl1v3kBGnVuRrk6FVg7banN8mIlPfGrWjbvh7QAWR/YWed3rd+ctEPbQOftcIX7kk1ml7rNSDu8PU8y//vzMPvXkYSERN5+ezhz505m/fpFhIWFk5aW9uBhs5BFtGyf18admxFYpwKrrceywWikUsPqLBwzhzEdh1KibCme6NbSLjmzldUO3PGe0mhkb/aO+i3PIj0MsjoE7nyqB/fpyN7joXQfMpF9x09TyssDo9HS1PMtUZxFE4ewbNJwlm7aQ2zClTxIbV9mre364yi50TgP01rvBJoANYBtSqmDQF+gHFANOKO1vjUg+PesN8M2YJZSagBgzKZOO2CodfsbgYJAWWvZWq11XIZ67YADWHr0q2FprDcDFmutr2utkwDbd2YrrfU0rXUDrXWDniX97/kEZGS6eNmmJ9ylVElMdww1MCcmQarlMt7VxStxq17Zprxw25bc2LAV7N3ItUqJisXN73avjFtpb1Kib/d6GIsUolC1stT443Pq7fqBIvWrUHXWMArXqQgmM2EjZ3Kk7XsE9x+Hi0dhks9E2TVvTNRFSmfoBfPxK8XF6Mt3WSPvRIRH2fSm+fuXJjIqJlOdMtY6RqMRD49ixMXFEx6Red2oyBgef7wBHTq0IyR4J7/+MoVWrZ5g9qxJAIRHRLF48QoA/vprFbVrV8+1fUmMjsMjw3FRrLQXSRfjs61/ZNkOarRtkG25vcVHx1I8Q97ipb1JzCJvtSdq8/SbXZj66njSUmwbV492eIyDq3djTsubcy8jc+JlDMVvX3UyeHqjk+KyrOtSrxmp+x07pAVAJ8aiPG9nVnfLXLcZaQe25EmuiKzOpaiL2dYxGo0UK1aUuLiEu2535cp1NG/eiZYtuxAScobTp8/lenaA+Og4vGyOZS8SLmZ+Xqs/UZtn33yO71/9Mv1YToiO5cLxs1y+cBGzyczBNXsoWyv3rqjdj+tRcRT2u33VqnBpL67H3D4XXYsUxLNaAE8vGk63nd9Qsn5F2swcjHedvM2Z3/h4exIde/sYvRibSKnitr3fpbw8+Ob9l1kw/n3e6vEsAEXdC2WqU7GML/tPhto/tPhXcqNxfs36r8LSQK5r/amhtX6FrPtlM9Favw58DJQBDiqlsrqGp4CuGf5GWa31iTty3Kr3RYZ6lbTWt+5KsutHoZTjJ3Et44/RzxdcXHBv14obm7fb1DF4337RKtT8MVLPnrcpd38q74a0AFw9eJqC5UtToEwplKsL3p2aEp9hlgrTlevsq9WPA41f50Dj17m6P5hT/b7g2uFQDIXcMBQqAIBH80fQaaZMN5LmtqMHTlC2Qhn8y5bG1dWF9p3bsmG14xsqAHv2HqRSpfIEBpbB1dWVF7p3YvnyNTZ1li9fQ58+zwPQteuzbNi4LX35C9074ebmRmBgGSpVKs/uPQf4+ONxlK/QgMpVmtCr9xts2LCNvv3eBmDp0r9p1dIyVrZ588cICTmTa/sScSgU70BfigeUxOhqpE7QY5xcazusyTvw9pCdqq3rEXsuOtf+fk6FHQqlVGBpvK15GwQ9zuG1tjdUB9QMpOfYAUx9dTxXYpMybaNhxyfYuyzvh7QAmM+HYCjhh/LyAaOLZXz20d2Z6qlS/ij3IpjPnXRASlvmCyEYSpRGeZWyZK7bDNOxLDKX9EcVKow5LG8y7917yOY8fP75IJYvX2tTZ/nytfTu3Q2A555rz8aN27PalI1bN1x7enrw2mt9mDkzu76mB3Pu0GlKBZamREApjK4uNAx6gkN3HMtlagbSe+xrfP/qlzbH8tlDobh7FKaIVzEAqj1ei0g7vybf6fLBMxQr70uRMiUxuBop36kJF9bsTy9PvXKDebUHsqjJIBY1GcSl/aGs7/+1U83W4oxqVizD+ahLhF+MJTUtjb+3H6BFg5o2deKTrqYPf5y+eB2dW1nuW4mJTSA5xXLvQdLV6xw8dZZAv1J5uwN28LCOOc/Nmyd3ApOVUpW01qeVUu5AAHASqKCUCtRanwNeyGplpVRFrfUuYJdSKghLI/0KkPGOjNXAW0qpt7TWWilVT2t9IIvNrQY+V0r9qrW+qpTyB1KBzVh658dh2fcgLENuco/JTNyE/1Lqv1+C0cC1patIPROGx//1I+XEKW5s3kHRF7tQqPnjYDJhTrpC7Mjx6asbS/tg9CnFzf15eFndZObc8J+p9tsIlNHAxXnruRF8gYAPXuTaoVCbhvqdXL09qPb7CDBrUqJjOf3WJPvHNZkYM2wi0+ZNwmA0sPj3ZYSeOsubQ17j2KETbFi9hVp1q/PdzPEU8yxKy3bN+M8HA+jUwjLl3JwlP1K+UjncCxdi/YFljBg0mm0bd+Vatnfe/ZgVK37DaDAwa/Z8jh8P5tNP32ffvkMsX76WGTPnMWvWJE4c30p8fAK9er8BwPHjwSxctIzDhzaQZjLx9jvDM40xv9P48ZOZM/t73nlnAFevXuf/Xv8gV/YDwGwys2zELPrNGYoyGti/YCMXQyJoM6gbEUfOcHLdfpr0bUfFJ2phTkvjRuI1Fr03NX3997d+R4EihTC6ulC93aPM7DPOZqaX3GY2mZk3YgZvzRmOwWhg+4INRIWE02FQd84fCeXwun10HdabAu4FGTBlMADxEZeZOsBy/nkFlKR46RKE7Dxut4x33wEzyX/8gPvrn1mnJVyHOfo8bs/0wnQ+JL3R61q/Oan786YH+p7MZm4unkahASMt0z/uWY855gJuT/XEdOE0puPWzPWakXZwa57FMplMvPvuJyxbNhej0cjs2fM5cSKYESMGs2/fEVasWMusWfOZMeNbjh3bTFxcAi+99Gb6+qdObaNo0aK4ubkSFPQUHTr05uTJEL76aiS1a9cAYOzYbzl92j6NSbPJzG8jpvPunOGWaUEXbCAyJJyOg14g7Egoh9btpduwPhR0L8jrUyzTwcZGXGbygC/RZjMLx8zlvV9HgFKcP3qGLfPW2yVndrTJzM6PZ9P2tyEog4HT8zeREBxB3fe7EnvoLBfW7r/3Rhzsg0/HsefAYRISkmjTuTdvvNKHrnfc3J/XXIxGhr3clYFjfsRsNtO5VWMq+5gXowAAIABJREFUlSnN5PmrqFmxDC0b1GLv8dNM+m0FKMWj1Svw0SuWD6BnImL4as4SlFJorekb1JLKZe1zz4R4cOpBvl1JKRUILNda17I+bg18CRSwVvlYa73U2tieAFwGdgM+WuteSql+QAOt9ZtKqT+xDD1RwHrgXaA4loa2K/AFlmEo3wKPW+ud01p3yLidDNneAV61PrwK9NZahyqlhgMvAWFAOHD8blMpnm/QxjkGM9+nyMj8d4PHKyb7NdjsJTg+b3uiHtQQvxaOjpBjcdhnPK89je98496VnIhyyX/fQ1fi+6z6Y5xXH9/sZ9xxVk+kFrh3JSfT69AoR0fIMVOE469+5VTBR9rf12iIvFK9VCO7ttFOXNztkP19oJ5za094rQyP/yHrmyw3aK2rKcsdOJOx3CyK1noWMMv6+3NZrBeXxfb+L4sc6dvJsOw74Lss6o4BxmS5Q0IIIYQQQjhQXs0JPkAp1Rdww3KTZu4OJRFCCCGEEP9TnGWmttyWJ41zrfU3wDd58beEEEIIIYTIrxz6bZpCCCGEEEL8G46ci9ye8t/dQEIIIYQQQjykpOdcCCGEEELkOzLmXAghhBBCCCchw1qEEEIIIYQQdiU950IIIYQQIt95WIe1SM+5EEIIIYQQTkJ6zoUQQgghRL6jtdnREexCes6FEEIIIYRwEtJzLoQQQggh8h2zjDkXQgghhBBC2JP0nN/Djatujo6QI7GmAo6OkGMxN+IdHeGh93XMNkdHyLEPfJo6OkKOGct7OTpCzhjyX/9MmnmvoyPkSKF82AfWrec1R0f4n2D0r+boCPmefkjnOZfGuRBCCCHyNVPESUdHyBFpmIu7kca5EEIIIYTId2TMuRBCCCGEEMKupOdcCCGEEELkOw/rmHPpORdCCCGEEMJJSM+5EEIIIYTId8zScy6EEEIIIYSwJ+k5F0IIIYQQ+Y6W2VqEEEIIIYQQ9iQ950IIIYQQIt+R2VqEEEIIIYQQdiU950IIIYQQIt95WL8hVBrnQgghhBAi35FhLUIIIYQQQgi7kp5zO3Bv+ig+w18Hg4HERX8T99NCm/JiXZ6k5AevkhZzGYCEX5eRuGh1ermhsDuBK3/k6rrtXPx8ap5kLtnqEWqMfgllNHDh1w2E/ndplvV8OzTi0emD2NpuOImHzqQvL+jvTYstEwmZsIgzU1fYJWPrJ5sx9svhGIxGfpm9kEnfTLMpd3NzZcqPE6hTrybxcQm82u9dLpyPSC/3DyjNtt0rmfDFf5n83xkAvDbwJfr07Y5SirmzF/DjlNkPnLNdu5Z8/fUojAYDM2b+zoQJk+/I6cbMmd9Rv15t4uLi6dlrIGFh4QAMGfIm/fu9iMlsZtCgT1i7dlP6egaDgV07VxEREU3nLn1ttvntN5/Tt+8LFPeq8kDZ27ZtwcSJn2I0Gpk1ax4TJ9oef25ubkyf/jX1rNl7936T8+fDad26KZ9/PhQ3N1dSUlL56KOxbNq0HYCRIz+gV6/n8PT0oGTJGg+U714qtahD+xF9UEYD++dvZMvUZTblDXq1oXGftpjNZlKuJbN02HQunY6gYtNatP3wRYyuLphS01g99jfO7jhu16y3GMrVwK1Fd1AG0o5tI23vapty1+bPYwyw/n91cUO5F+XGD4MxBFTBrfnz6fVUcV9SVv2M6cwhu2feFhbLhC3BmLWmcw0/Xn400KZ84pZg9kTEA5CcaiLuRipbXmsBwLfbQtgSFovWmsZlvBjSrApKqVzJ9dQd5974LM69WRnOvR4Zzr0P7zj31ljPvZ+mfcWz7Z/k4qXL1K3XJn1bderUYMr34yhcxJ2wsHD6vPQmV65czZX9AKje4hGeG9EPg9HAjvn/sG7qEpvyVq88y2MvtsaUZuJqXBK/DfmB+AjLe0rHob2o2boeymDg1JbD/PHZrFzLlR1j1XoU6PgKGAyk7l5H6oY/bcrdgvpjrFQbAOVaAFXEg2sjegNQ8NVPMJatiunsCZJnjrF71lu2HTzBlzMXYzZrurRpzCudn7Qpj7wUx6dT5xGfdBWPIu6Mfas3Pt6eRF6KY/DEmZjNZlJNJno83Yzu7Z7Is9zZ+Xjs12zethuv4p789csPjo6TJx7WLyH6n2ycK6UCgce11r/l+sYNBnxG/Ifwlz8iNeYy5RZ+x9V/dpESet6m2pVVm7JteJd4pw839hzJ9WjZMihqjuvPru5jSY6MpenqMcSs3sfV4AibasbCBQl89Wni94Vk2kSNUX24tP6g/SIaDHz51ad069SfyIho1m78g79Xrif4VGh6nV4vPU9CQiKN6ralS9dn+fSzD3i1/7vp5aO/+Ij1azenP65WvTJ9+nanXatupKSksuDP6axdvZEzoWEPlHPSd2N4pn0PwsOj2LljJcuXr+HEidvP2cv9e5AQn0j1Gk3p3r0jY8cOp1evgVSvXpkXunfikbqt8fPz4e9V86hRsxlmsxmAt996lRMnQyhWtKjN33y0fh08PT3+deaM2b/99nOefbYXERHRbN26lOXL13Hy5O3s/fq9QHx8IrVqteD554MYM2Yoffq8SWxsPN26vUxU1EVq1KjCsmVzqVixMQArV67jhx9mc+TIxgfOeDfKoOgwqh+ze39BUnQc/7f0c06u3c+l07eP4yNLtrP31/UAVH2yPk9/0ou5fcdzLf4Kv74ykSsXEyhVJYCX5nzIxCZv2TWvJbTCrWUPbi7+Dn01noIvDsN05jA6Liq9SurmhaRaf3d5pCWGkmUAMIcHk/ybtSFTwJ1C/T7HdN7+HyhMZs24TaeY2qkePkUK0GvBHlqUL0FFryLpdd5vdvtD4u+HLnDq8hUADkYlcDAqkQUvWo6N/n/sZV9EAg0Cij9wrlvn3tMZzr1lWZx78fGJVLOee1+MHU5P67nXvXsn6ljPvdWr5lHdeu7NmbOAKVNmMnPmdzZ/78cfJvDhh5+zectO+vV9gfffG8inIyc88H6A5Vh+ftTLTO49hoToWN5f+gVH1+4lOsOxHH78HBOChpGanELT3m3pNKwXs978jvL1q1ChQVXGPf0BAO8uGkWlJjU4vdOOx4YyUKDLa9yYNhKdGEuht8eTdmw3+mJ4epWUZTPTf3d9oj0Gvwrpj1M3/kWqawFcmzxlv4x3MJnNjJ3+Bz9+/Do+3p70HPYNLRvUomKAb3qdr+cuJah5Azq2bMSuoyF899tyxr7Vm5LFizFn9Du4ubpwPfkmXd/7kpYNalHK68Ffhx9E5/Zt6dm1Ix99PtGhOcSD+18d1hII9LTHhgvWqULq+UhSw6MhNY0rKzdRpE2T+16/QM1KGL2Lc23bfnvEy5Jn/UpcPxvNjbCL6FQTkX/twOfpBpnqVR3anTOTl2FOTrVZ7vNMA66HXeTKqfBM6+SW+g3qcPZMGGHnLpCamsriP1bwzLO2vRzPPNuGeb8vBmDpX3/TrOVjGcqeJOzcBU6dPJ2+rErViuzbc4gbN5IxmUxs37abZzu0faCcjRrWIzT0HGfPnic1NZX5C5YQFGT7hhMU1I65cy1XU/74YwWtWzW1Ln+K+QuWkJKSwrlzFwgNPUejhvUA8PcvzTPPtGHGjN9ttmUwGBg37hOGDhv9QLkBGjasS2joOc5Zn+OFC5fR4Y7no0OHtvz66x8A/PnnSlq2tPQWHTp0jKioiwAcPx5MgQIFcHNzA2D37gNER1984Hz3ElC3InFhMcRfuIQp1cSRZTup1u5Rmzo3r95I/93NvQC37iWKPhbGlYsJAFwMDselgCtGN/v3XRh8AtGJF9FJl8FsIi14D8YKdbKtb6zSkLTgvZmXV66P6dwxSEvNYq3cdTQmiTIehQjwKISr0cBTlX3YeOZytvX/Donh6co+ACgUKSYzqWYzKSYzaWaNl7tbruS689xbsGAJHe849zpmc+51DHqKBdmce1u27iIuPiHT36tapSKbt+wEYN36LXTp0j5X9gOgXN1KXAqLIfbCRUypJvYv207tdg1t6oTsOEZqcgoA5w6E4OnrDVi+lMW1gCsuri64uLlidDFy5VJirmXLiqFsZcyXo9BxMWBKI+3gVlxqNsq2vkvdZqQd3JL+2HT6CNy8kW19ezh6+jxlfEsQ4FMCVxcXnn68Hhv3HLWpExoeTePalg+ajWpWYuNeS7mriwturpbXh5TUNMxm5+i9bVC3Nh7Fit674kNEa23XH0d5qBrnSqmXlFKHlVKHlFJzlVKzlFKTlFLblVJnlFLdrFXHAc2UUgeVUoNyM4OLTwlSoy6lP06LvoyLj3emekXbNiVwyRT8vhuOi2+JWztAqQ8HcGnCz7kZ6Z4K+hbnRmRs+uPkyFgK+tr2ZBWrFUhBPy8urj1gs9zoXoCKbwYRMvEPu2YsXdqHyPDo9MeRkdGU9vPJVCci3NLjaDKZSEq6gpdXcdzdC/H2oAFMGPe9Tf0Tx0N47IkGFPfypFChgjzZrgV+AaUfKKefvy/h4ZHpjyMiovD3881U54K1jslkIjExCW/v4vj7ZV7Xz9+y7ldffcawYaPTe9Fv+c8b/Vm+fE2uNH79/HwJD7/dYxsREYW/v28WdW5nT0q6gre37bHSpUt7Dh06RkpKygNnyomiPl4kZjiOk6LiKOaTuUe2UZ+2vLvpa9oN7cGKkZmHMdV4phFRx8IwpaTZNS+AKlIcfSU+/bG+moAqknUvsirqhcGjBOYLJzOVuVRpQFrwHrvlzOjitWR8ihZMf+xTpACXrt3Msm5k0g0ik27QMMALgEdKe9DAvzhtZ2yl3cwtPF7WmwpehXMlV8bzCiA8Igq/+zz3/PyyWPeOY/9Ox46dIiioHQDdunagTIBfruwHgKePFwkZjuWEqFg8sjiWb2nSvRXHN1quXJ7bH0LwjmN8vudHRu/+kRObDxETGpHturlBFfNCJ9z+gKYTY1Eemd/3AJRnSZRXKUuD3IEuxiXg6+2Z/riUtwcxcbYfYqqW82fdLsswsfW7j3Dtxk0SrlwDIPpyPN3eH89TAz+jf6c2Du81Fw+Xh6ZxrpSqCQwHWmutHwHesRaVBpoCHbA0ygGGAlu01nW11t9ksa3XlFJ7lVJ75ydcePBwd3z4urphF2fa9ONcpze4tv0AvuPeA8CzZweubdpDWnT2vVB2ca/xnkpRY1QfToz8JVNRlQ+6cfbHVZiuZ/3mnFuyGpN656faLOug+fCjt/lh8iyuXbtuUxYSHMqkb37ij79msuDP6Rw7chJT2oM1yP51Tp39uu3bP8mli5fZf8D2zax0aR+6du3A95NnPFDm27kyL7u/7LfrVK9emdGjh/Lmm8NyJVNO3E9+gN1z1/Jti8GsGTePFm91tikrWdmfdkNfZOlH0+0V896y6a0xVmlAWsj+zOXuxTB4+2MOO5YH4XJmdUgMbSqWwmiw/M85n3Cds/HXWN3vCVb3a8ru8Dj2RcTfYyv3xx7n3t28+tpg3ni9H7t2rqJo0cKkpOTiVYtscmalQeemlK1TkX+mWe4TKlHOB99K/oxoMpBPmrxOlcdrUbFR9dzLlpWsT74sq7rUbUra4R2gzVmW55Ws4t25G4P7dGTv8VC6D5nIvuOnKeXlgdFoaTb5lijOoolDWDZpOEs37SE24UoepBZ3MqPt+uMoD9OY89bAIq31ZQCtdZz1BfcvrbUZOK6U8rnbBm7RWk8DpgGcqvZMjv7vpMVcxrV0yfTHLr4lSLsYa1PHnOEkTlz4NyXffxmAQnWrU+jRmnj27IByL4hydcV8LZnLX8/EnpKj4ijkd7uXo6CfN8nRt98wXYoUpGi1MjT5cwQABUp50GDO++x9aSKe9Svh26Ex1T7piauHO9qsMd1MJWzGmlzNGBkZjV+GsYB+fr5ER13MVMc/oDRRkTEYjUaKFStKfFwC9Rs8QlCnp/h01Ad4eBTDrM0k30xh+rRf+HXuIn6duwiA4SMGExkZzYOICI8iIEMPmr9/aSKjYjLVKRPgR0REFEajEQ+PYsTFxRMekXndqMgYOgS1pUOHdjz9dGsKFixAsWJFmT1rEvPmL6FixUBOntgGgLt7IU4c30r1Gk3/XfaIaAIyXDnw9y9NZOQd2a0ZIyKi05/juLgEa31f5s+fxquvDubsWdt7LPJCUnQcHhmO42KlvdKHqmTl6LIdBI3uz2J+tNT39aLHj4P4c/APxJ+3/zAcAH01HlX0do+oKuKJvpZ1ZpcqDUjZOC/L5abQg2DOm8ZOqcIFibmSnP445upNShYukGXd1SExDG1RNf3xhjOXqO3rgbt1yNAT5bw5EpPEo/4PPub81nl1S4B/aaLu89yLiMhi3TuO/TudOhXKM89aRkdWrlyB9s+0uWv9nEiIjsUzw7HsWdqbpIuZP8RUeaI27d58jkkvjCTNeqWnzlONOHcghBRrh8mJjQcJrFeZ0N0nci3fnXRiLMqzRPpj5eGNTorLsq5L3abcXDwty7K85OPtSXTs7XPtYmwipYrb9n6X8vLgG+v78/Xkm6zbdZii7oUy1alYxpf9J0Np26Su/YOL/wkPTc85oMjURw3AzTvq2FXykWBcy/nh6u8Dri4Ubd+Cq//stKljLHn7jahI6yakhFp656M+GM+Z1n0506Yfl8b/TNKSdXZvmAMkHgilcAVfCpUtiXI14tf5MWJW70svT7tyg7U1XmNDw7fZ0PBtEvadZu9LE0k8dIYdnT5LX3522ipCv/sr1xvmAAf2HaFChUDKlgvA1dWVLl2f5e+V623q/L3yH17s0QWAjp2fZsumHQAEPd2T+rVbU792a36cOptvJ/7A9GmWqwAlSlgut/sHlKZDx3b8uWj5A+Xcs/cglSqVJzCwDK6urrzQvRPLl9s+H8uXr6FPH8ssG127PsuGjdvSl7/QvRNubm4EBpahUqXy7N5zgI8/Hkf5Cg2oXKUJvXq/wYYN2+jb721WrVpPmbL1qFylCZWrNOH69Rv/umEOsHfvISpVKk+5cpbszz8fxIoVa23qrFixjl69ugLw3HPt02dk8fAoxp9/zmTEiPHs2JF5THReiDh0Bq9AXzwDSmJ0NVI7qAkn1+6zqeMVePvzeZXWdYk9Z/kwVrCYO71nvs+68fM5vy84zzKbY8JQnqVQxbzBYMSlSkNMZw5nqqc8faBgYcxRZzKVGfNwSAtATZ+inE+8TkTSDVJNZlaHxNCyfIlM9c7FXyPpZhqP+N5u8PgWLci+iHjSzGZSTWb2RyZQvrh7ruS689zr3r0Ty+4495Zlc+4tW76G7lmce3dTsqSl8ayU4qNh7/DjtLm5sh8A5w+FUjLQFy/rsVw/6HGOrLU9rwJqBvLi2Ff56dXxXI1NSl8eH3mZSo1rYDAaMLgYqdi4OjGn7Xc/EID5QgiGEqVRxUuB0QWXuk0xHc98TKqSfqhCRTCHnbJrnvtRs2IZzkddIvxiLKlpafy9/QAtGtS0qROfdDV9KOH0xevo3MpyI3NMbALJ1mF7SVevc/DUWQL9SuXtDgjg4R1z/jD1nK8HFiulvtFaxyqlvO5S9wpgn7smTGYufj6VgOmjwWAk8Y81pJw+j/dbfUg+Gsy1Dbso3qcTRVo1QZtMmBOvED3sK7tEuV/aZObosFk0mjcMZTQQ/vtGrp4Kp8qQbiQcOsvF1fvuvRE7M5lMDP1gFAsXT8dgNPLb3EWcOnmaocPf5uD+o/y96h9+nbOQKdMmsPvgWhLiExnQ/963E8z85Xu8vDxJTU1jyHufkZiQdM917pXznXc/ZsWK3zAaDMyaPZ/jx4P59NP32bfvEMuXr2XGzHnMmjWJE8e3Eh+fQK/ebwCWGykXLlrG4UMbSDOZePud4ZnGmNuTyWRi0KARLFs2B6PRyOzZCzhxIoRPPhnM/v2HWbFiHbNmzWfGjG84enQT8fEJ9OnzJgCvv96XihUDGTr0LYYOtcxyEhTUh0uXYhkzZhgvvNAJd/dCnD69k5kz5zFmzLe5nt9sMrNixCxemvMhBqOB/Qs2cSkkgtaDuhJx5Cyn1u2ncd92VHyiFqY0E8mJ1/jzPct0Y41faodXOR9avN2FFm9bPuDN6TOOa7EPdjzckzaTsnE+BTq/bZlK8fh2dFwUrk2CMMeEYTpraai7VG2IKYsGuCrqjSrqhTk88wxK9uJiMPBh86q8seQAZg2dapSmoncRpuwKpUapYrQsb7ly+HdwDE9V9rEZMvJkxVLsCY+j+++7AHi8rDctypfM8u/k1K1zb+Ud597IT99nb4Zzb/asSZy0nns9M5x7ixYt40gW594vcyfTovljlCjhxbkze/ls1ERmzprHiy90ZuDAfgD89ddKZs2enyv7AZZjedGIGbwx5yMMRgM7F2wkOiSc9oOe5/yRMxxdt49Ow3rj5l6Q/lMsr3PxEZf5acAEDq7cSZXHazF09UTQmhObDnJ0vZ0nGDCbufnXTxQa8Kl1KsX1mGMu4NauB6bw0+kNdde6zUg7uDXT6oUGjsFQyh8KFMR9+E/cXDgZU7D9Zv8CcDEaGfZyVwaO+RGz2UznVo2pVKY0k+evombFMrRsUIu9x08z6bcVoBSPVq/AR69Ybls7ExHDV3OWoJRCa03foJZULpt79xz8Wx98Oo49Bw6TkJBEm869eeOVPnQNyrsZcETuUQ/TtysppfoCHwAm4Fa3x3Kt9SJr+VWtdRGllCvwN1ACmJXVuPNbcjqsxdFOx3veu5KT6XvD8Y3/nEpMvuboCDniYsx/n8M/8Pn3VwEcZeigfDZTgiH/XTwt9t6Se1dyIm/45b/jeOzzeXszd25w6T3A0RFyxOhfzdER/hXXEhXsPgIhJ4q4l7drG+3q9bMO2d/89459F1rr2UC23yKjtS5i/TcVyL0BgkIIIYQQQuSCh6pxLoQQQggh/jdoB86oYk/575qmEEIIIYQQDynpORdCCCGEEPmO+SG6bzIj6TkXQgghhBDCSUjPuRBCCCGEyHcephkHM5KecyGEEEIIIZyE9JwLIYQQQoh8R2ZrEUIIIYQQQtiV9JwLIYQQQoh852Edcy6NcyGEEEIIke88rI1zGdYihBBCCCGEk5CecyGEEEIIke88nP3m0nMuhBBCCCGE01AP63id/EAp9ZrWepqjc9yv/JYX8l/m/JYXJHNeyG95QTLnhfyWFyRzXshveUVm0nPuWK85OkAO5be8kP8y57e8IJnzQn7LC5I5L+S3vCCZ80J+yyvuII1zIYQQQgghnIQ0zoUQQgghhHAS0jh3rPw2Jiy/5YX8lzm/5QXJnBfyW16QzHkhv+UFyZwX8ltecQe5IVQIIYQQQggnIT3nQgghhBBCOAlpnAshhBBCCOEkpHEuhBBCCCGEk5DGuXjoKKW8HJ0hJ/JbXgCl1ESlVE1H57hfSqkv72eZs1FK+SqlOiqlgpRSvo7Ocz+UUvWVUm8rpd5SStV3dB4h/hcopd65n2Uif5AbQvOYUsofKAe43Fqmtd7suET3ppR6HAjENvMchwW6B6VUCHAQmAms0k5+kOe3vABKqVeB/liOiZnA71rrRMemyp5Sar/Wuv4dyw5rres4KtO9WJ/jEcA/gAJaAKO01jMcGuwulFIjgOeBP62LOgMLtdajHZfq7pRSnsBLZH6Ne9tRmbKilLoCZPvaoLUulodx7kkp9dzdyrXWf96t3BGUUoPvVq61/jqvsuRUNq9xB7TW9RyVSfx70jjPQ9aeuheA44DJulhrrTs6LtXdKaXmAhWxNB4zZnaqN66MlFIKeBJ4GWgEzAdmaa2DHRosG/ktb0ZKqapYGuk9gG3AT1rrDY5NdZtSaiDwBlABCM1QVBTYprXu7ZBg90EpdQp4XGsda33sDWzXWld1bLLsKaVOAPW01snWx4WA/Vrr6o5Nlj2l1HZgJ3AEMN9arrWe7bBQd6GUGgVEA3OxfGjrBRTVWo93aLA7KKVm3qVYa61fzrMw90kp9an116pAQ2Cp9XEQsFlr/apDgt2FUqoH0BNoCmzJUFQUMGmtn3RIMPFApHGeh6xvtnW01jcdneV+Wd9sa+SH3tysKKVaAb8AhYFDwFCt9Q7HpspefsqrlDICHbA0zssAC7C8QVzTWr/oyGy3KKU8gOLAF8DQDEVXtNZxjkl1f5RS64FntNYp1sduwEpnfrNVSq0CemitE6yPPYFftNYdHJsse1n1ODozpdQurXXjey0T/55Sag3QVWt9xfq4KJYrQE87NllmSqlyQHmyeI0DDmut0xwSTDwQl3tXEbnoDOAK5JvGOXAU8AWiHB3kfll7GHsDfYAY4C0sPSB1gYVYXsicRn7LC6CU+hroCKwHxmqtd1uLvrR+CHUWWmt9Tin1nzsLlFJeTt5AjwB2KaWWYBnO0AnYfevSu5NeYr8JHFNKrcWSuS2wVSk1CZxvqIjVXKXUAGA5GV6bnfjYMCmlegHzsDzHPbh9VdMpKaWeBWoCBW8t01qPclyieyoLpGR4nIJl2JPT0VqHAWHAY47OInKPNM7z1nXgoLVHLOObgNO9YSmllmF54S8KHFdK7cY2s9MOxQF2YLnk21lrHZ5h+V6l1A8OynQ3+S0vWD60fay1vp5FWaO8DnMXv2Hp3d+H5XhWGco0luEuzioU26E4S6z/FnVAlvu12Ppzy0YH5ciJFGACMJzbY7qd+djoCXxn/dFYhpP1dGiiu7C+hrkDrYCfgW7A7ruu5HhzsXwQXozlOe4COO19VpA+xv9LoBSW1zmFpXPCqe5FEPdHhrXkIaVU36yWO+PYRqVUi7uVa6035VWWnFJKqfw0DCe/5b1FKVUcqIxtb5hT39wsxJ2UUqFAY631ZUdneRjduvE6w79FgD+11u0cne1urDMNNbM+3Ky1PuDIPPeilDoNBGmtTzg6i3hw0nOeh7TWs63jRqtYF53SWqc6MlN2bjW+lVJfaq0/zFhmvbHVaRvnQAml1BAyX0Zt7bhId5Xf8t6aSeQdIADLzcJNsFwBcMrMSqkngINa62tKqd5AfeAQWvQCAAAT8ElEQVRbrfV5B0fLllKqAZbe3Dtnd3LmGWY6AJ9zO3N+6L07huWqZr6glKoCTAV8tNa1lFJ1gI5OPCPODeu/15VSfkAsTjhULwvuQJLWeqZSqqRSqrzW+qyjQ91FjDTMHx4yz3keUkq1BEKAycAUIFgp1dyhoe6tbRbLnsnzFDnzK3ASyxvAZ8A5YI8jA91DfssLloZ5QyBMa90KqAdccmyku5qKpXHwCDAEyxjNuY6NdE+/YpmmsiuW2SJu/Tizb4G+gLfWupjWuqiTN8zBMl77oFLqR6XUpFs/jg51Fz8Bw4BUAK31YcApbsDOxnLrjcETgP1YXt/mOTTRPVhnbfkQy/MMlnvFfnFcovuyVyk1XynVQyn13K0fR4cS/470nOetr4B2WutTkN4D8jvwqENTZSHjFHRKqcMZiooC2x2T6r55a62nK6XesV4B2KSUcuae/vyWFyBZa52slEIpVUBrfdI6raKzStNaa6VUJ+A76/Od5TAzJ3JJa7303tWcygXgaD4bpvWX9Se/cNda77bMwJrOaWfk0Fp/bv31D6XUcqCgM38nglUXLB0O+wG01pHWGVucWTEsV4AyDhfS3P7OAZGPSOM8b7neapgDaK2DlVKujgx0F78Bq8iHU9Bh7VECoqyzBERiGX7hrPJbXoBwa2/YX8BapVQ8ltzO6opSahiWWXGaW6eBdNZz75ZPlVI/Y5kRJ+PN2M78ZjsEWGn9cJkxszPOLAM45z0/93BZKVUR682rSqluOPFsWkqpl7JY5tRfZAekWD/M33qOCzs60H0wAO9kmMa0OJYOQZEPSeM8b+1VSk3n9uX03lhmkXA61p6NRKCHtSHjg+V4KaKUKuLMY3WB0db5rd8D/oulR2GQYyPdVX7Li9a6i/XXkUqpDYAH8LcDI93LC1hmtHhFax2tlCqL5TK7M+sPVMPyIeLWl+M4e0/YGOAqlnsn3Byc5b4opc6SxTdvaq2ddbaW/wDTgGpKqQjgLJb3EmfVMMPvBYE2WHqknblxvkAp9SPgaZ1m82Usw4mcWZ1bDXMArXW8Ukq+HTSfktla8pBSqgCWF9amWG6U2gxMceYvJVJKvQmMxDL/dnoDwZlvShP2o5Tyulu5M15VsX64XO3MX96Tlf9v796D7a7KM45/nxgGIhiQlgoIAZJCaLhWQKAEBYeLUXRaFKhlAiI6o9hCJ1wKRQrEchG5TGVGAVsRQuooXhEUsEgICQQIEJJw0ykMkVaUlosphKtP/1hrm52Tfa6c7LV++7yfGeacvc85M8+EffZZv/V71/tKWmZ7l9I5hkPSYtt7ls4xHHnOQMsGwBHAprb/qVCkIcm7ueNag3KaIm9EzKm8HS+SDiaViIj0/vGzwpEGJOkh4ADbz+fHmwJ3NO09JCSxOC8k/+JslQ/zVCu3Z9rbeYR4zSRdTocdsJba+sk3LS+sscso0qCO5/PnmwArbFfZhUHSDcDMBtS6/oGkrwOX2X6kdJahknQh8HPbt5bO8lZIWmB7eukcnUh6F3A+sKXtGZKmAfva/rfC0YYkl3Iutf1npbN00uCL+WNIB1i/S3qPPhI4z3btB99DB1HW0kWS5pGmKo4ntZ97VtIdtmcVDTawX5HKW5pgcf64HzAN+HZ+fAR1lg81LS+txXceLHKD7Z/kxzOAmv+YvQIsU5pc+VLryRovgNpMB47NF0SvsrotYc13rT4PnCbpNdJwn+pbKeZ+1i3jgD2pe9DTN0ldfM7Mj39Beu+ocnGu1QPtIP37TgO+Uy7RwGy/KellSRs36WLe9rWSFpPa2Qo4vEkX9mFNsXPeRZIetP3nuUf01rbPbg1mKJ2tP7lGfipwEw054JVroA9p9ZDPOzW35pZ/1WlaXgBJ99veo89z1ZY09NeZpebDgJK26fS807juMEry71/rD+EbpFZ/F9v+RbFQA5B0n+29Wn9P8nNLbO9eOlsnWnOg3Ruk9qtP9/f9NZD0HdLshiZdzIceEjvn3TVe0hak201nDvbNlViR/1uP+rtbtGxJ2vlq1T9vlJ+rVdPyQuoY8QVS71+TDqRVW/qUB4BNACa1d0yqme2nJE0Htm8NQiG9Nqql1N/vaGA721+UtDWwhe2ax7XPIPWS35bVfxP/GphdKtAgXsp18q1OIvtQ993NxcAq27/P7YPfI+k3tQ7gy27K/4VQRCzOu2s2cAuwwPZ9kiaThhLV7CfAP7LmHy5T7x8ugAuBB/OOGMD7SYdaa9Up77kF8wzFJ4CzgR/kx/Pzc1WS9BHgYlIHke0k7Q7MrvlQWh6EsifpztXVrB6Esl/JXIP4Kung+AdIk0L/jzR0ba+BfqiwHwIvkDqIvFI4y1DMAm4ApkhaCGwGfLxspAHNB/bPrf1uIy3WjyJdxFWpiRfzobdEWUsYkKTHgVOA5azu1lL9rXVJmwN754f32H6mZJ7BNC1v00i6n7RgnNdWClB1NxRJS8iDUNoy114G94Dt9/QpuXjI9m6ls/VH0nLbO5fOMRySxpMu2gQ8XvMudNtr4u+ACbYvan991Kj9Yt52Iy7mQ2+JnfMukrQBcDywE6llFwC2P1Us1OCetf3j0iGGQtKOeVJl64DXr/LHLSVtafuBUtkGIml2btv2o/x4nKS5tqvdWepzyKvlRdKu2JW2a9uBfMP2i1pzqmLtOxNNHITyeu520cq8GW0X9ZW6S9IutpeVDjIU+e/ICaQDwwbulHRFhb9zLZK0L2mn/Pj8XO1rj3OA9wLzAGwvkVRlJ6rQm2r/Bek1c4DHgENJZSFHA48WTTS4Jk0pPBn4DJ2nopm0c1qjSZLOsH1B7oV/PXlsdMWeIN1O/1Z+fBSpF/4OpGEdMwvl6s9ySX8DvE3S9sCJwF2FMw2miYNQvkIqdfoTSeeRyi3OKhupM0nLSO8L44HjJD1BM7riXAusJA0sg1RONofU5alGJ5Fa/P3A9sO5nPP2QX6mtCZezIceEmUtXdTWrWWp7V1zV45bbNe6aETSdaQphQ+z5hCimnf7GyUfopsLLAMOBH5q+7KyqQYmab7t93V6TtLDtncqla0TSW8nHcL+w1AR4IsV7zYi6UvAf7Bm5oNs/0PRYIOQtCNpCqSA22xXuQHRXzecllpL9zqVCdVeOtQ0uUvZbcDppMPCJwLr2f5s0WBhzIjFeRdJutf2eyXNJ92WfAa41/WOia6+LredpMMH+nptu/19+iuvB1wJLCT3K661DAdA0qPAobZX5MeTgJttT6u9nrQpWrW6fZ6rveZ8ju2Zgz0XRk7SN4ErbC/Kj/cGjrV9QtFg/cilTaexdjlnzZtS7RfzsPpivtpp3qG3RFlLd12VT6yfRTptvxFQ9YhoYJGkaQ0ZZvCRAb5moKrFOWuX3zxPGtBxCXWX4UAqIVog6T9JO6TbASfkuujqeofnFm6nsGbXoSoXCJI+R7p4nyypfYLwO0gXbzVb445JPri4Rz/fG0Zmb+AYSSvy40nAo60ynQov3uaShiQdBnwWOBZ4tmiiwX3Y9pm0tTyWdASp5DCEdS52zsOA8g7pFKBJUwpDF+T6+B1Jr4nHKi8ReQi4gjR59c3W87arm8QqaWPgncAFpNvqLSttP9f5p8qSdAap5eoE4OW2L70OXGX7jCLBelDTynGUB5a13/VRmoz9/sF+tpR+7lqt9VwI60rsnHeRpHcB5wNb2p4haRqwr+0qxy5nHywdYLjy4uZsoFUTfQepDVaVgzoa+rqAtCO6Lel9ZFdJ2L62bKR+vWH7a6VDDEV+nb5IxX3j+7J9AXCBpAuAi0gHg1slDLEDNLrGA0/bflXSAcCuwLW2Xygbq1+tNo+/lvRh4L+BrQrm6ZekGcCHgHdL+krblyaSppuG0BWxc95Fkn5KGiZypu3d8i3fB5tS090Ukr5H6sveKq+YCexme8Ca9FKa+LqQNId0R2UJq3eiXdt4a0mb5k9PBH5L6iTS3nWoyp3opspdZU4kLb6WkEag311j+VBT5f73e5IujG8hlUhOtf2hkrn6I+kw4E5ga1KHmYnAOTW26JW0G7A7qZtae8npSuB2288XCRbGnFicd5Gk+2zv1WdAxxLbu5fO1ks6/ZvW/O/cxNdFLnea5srfQCQ9Sdq5VYcvu+bD2E2U6573AhbZ3j13bjnX9lGFo/WMtqE+pwGrbF9e8yFsSdcAJ7V29vMF88U1d/yStF5rsFM+J7a17aWD/FgIoybKWrrrJUl/xOoBHfuQbl+H0bVK0nTbCwAk7QesKpxpIE18XSwHNgd+XTrIQGxvB2lwS9+a+DzMJYyuV2y/IglJ6+ehYFNLh+oxr0v6BHAMqw/Br1cwz2B2bS+5sf2cpCovJNr8TNJHSWukJcCzuU5+VuFcYYyIxXl3zSLdgpwiaSFpiMvHy0bqSZ8Drsm155C6oBxbMM9gmvi6+GPgEUn3smaZSK3jre8C+h7m6vRceGuelrQJ8EPSAud5Uo1xGD3HkbqenGf7SaXJldcVzjSQcZLe2SoJyTvnta89Nrb9O0mfBq62fXafzkkhrFO1/4L0minADFLt3cdILbHi/8Hoe5R0KG0KsAlpF/ovgSrfXG0/IOn9wFRS+cXjrVuqFTundIChkLQ58G5gQt6ta5W3TATeXixYj7L9V/nTcyTdDmwM3FwwUs/JbW1PbHv8JHBhuUSDugS4S9J3SXcHjwTOKxtpUOMlbUHKeuZg3xzCaIuFYXedZfv6XMN2EOlN62ukRXoYPT8CXgAeAP6rcJZB5YEXs4BtbH9G0vaSptq+sXS2/ti+o3SGIToU+CTpgOKlbc+vJLX+C+tIg14jjdDqY97f12ttb2v7WkmLSXMbBBzegLkZs0mHbRfYvk/SZOCXhTOFMSQOhHZR69BObje2zPa/13yQp6kkLbe9c+kcQyXp26T+28fY3lnSBFKHi+oOhEpaYHu6pJWsuVBo9b+fWCjagCR9zPb3SucIYaTa+pt/Pn+ckz8eDbxse3b3U4UQ1oVYnHeRpBtJO7kHkXpErwLutb1b0WA9RtJVwOW2l5XOMhSSFtves0+3lofidTG6co/lviPEY0ETGkXSQtv7DfZcGD5Jp9m+SNLldLhLUVur2NC7oqylu44kDfW52PYLuabt1MKZekbbbd/xwHGSnqAZU01fy7vlrW4tU2g7ZFkjScf3HZIk6ULbp/f3MyVJuoJUY34g8K+kA7f3Fg0Vwshs2Kcb1V8AGxbO1CsezR8XF00RxrzYOQ89o2ljrVskHQx8AZgG3ArsB3zS9rySuQaSByddZ3tufvxVYINaexe3Roe3fdwI+L7tQ0pnC2E4JO0BfIN02BbS+ZpP2X6gXKoQwmiKxXkIheVpm8tIZU5PAPfY/p+yqQaWd/pvIC0SZgDP2f77sqn6J+ke23tLWgQcDvwvsNz29oWjhTAikiaS/obXPhOhcST9mLXLWl4k7ahf2XdmQgijLcpaQijvamA6cDAwGVgiab7tfykba225R3HLp0n9rBcCsyVtavu5MskGdWPuv/1lUhcfk8pbQmgUSeuTWvFuS2r5B8T5iVH2BGnexLfy46OA3wA7AF8HZhbKFcaI2DkPoQKS3kYae34gacDIKts7lk21NklPsnaXlhbbntzlSMOWFzcbxI5jaCJJN5N2ce8H3mw9b/uSYqF6TN4ceV+n5yQ9bHunUtnC2BA75yEUJuk20oGuu4E7gb1s/7Zsqs5sbydpHLCv7YWl8wxV7iV/MjAp95KfJGn/mnvJh9CPrWx/sHSIHreZpEm2VwBImkSaigzwWrlYYawYVzpACIGlpDf8nYFdgVav8yrZ/j1wcekcw3Q1qQPOvvnx08A/l4sTwojdJWmX0iF63MnAAkm3S5pH2jQ5VdKGwDVFk4UxIcpaQqhE7iByHHAKsLnt9QtH6pekc0kXFd93A95Eopd86BWSHgH+FHiSZrSKbaRc/rYj6d/3sTgEGropylpCKEzS3wL7kwZTPUXqgHJn0VCDm0UqxXlT0ioqnxBKA3vJh9CPGaUD9LpcBjcL2CaXwW0vaWqUwYVuicV5COVNAC4F7rf9RukwQ2H7HaUzDNPZwM3A1pLmknvJF00UwjBImmj7d8DK0lnGgKtJB27by+CuB2JxHroiylpCCCMi6aNAq6PBvJp3lZrYSz6EdpJutH1YW8ekxnVKaooogwulxc55CGHYJF1Iav04Nz91Uh4pfnrBWANpTC/5EDqxfVj+dAEwH7jT9mMFI/WyKIMLRcXOeQhh2CQtBXbPnVtafdofrPlQWlN6yYcwEEkfIF1o7k+60HyQtFCPC81RoDTVaSZwPDANuJVcBmd7XsFoYQyJxXkIYdjy4vyA1kTQPDl0Xq2L8w695BfU2ks+hMHEhea6Jel+4BBgH1L50KIogwvdFGUtIYSROB94IPcAFqn2/IyiiQa2lNQNZ2fSdMUXJN1te1XZWCEMT5OGljXYImCy7ZtKBwljU+ychxCGLR+w/CXwPLCCdMDymbKpBtekXvIhdCLpMtKF5qvAQlL9eVxojqLcS34HUmvbl4he8qHLYnEeQhi2DnWvS4BqD1h26CXfOlD386LBQhihuNBcdyRt0+l52091O0sYm2JxHkIYkSbVvUo6lbQgb0wv+RA6iQvNEHpfLM5DCMMWByxDKCMuNEPofXEgNIQwEnHAMoQCbH+5dIYQwroVO+chhBGLutcQQghhdMXOeQhh2DrUvX6DVN4SQgghhLcgFuchhJGYAFxK1L2GEEIIoyrKWkIIIYQQQqjEuNIBQgghhBBCCEkszkMIIYQQQqhELM5DCCGEEEKoRCzOQwghhBBCqEQszkMIIYQQQqjE/wNod06I4ozZFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_2011_pre_corr,annot=True)\n",
    "\n",
    "# Mask unimportant features\n",
    "sns.heatmap(data_2011_pre_corr, mask=data_2011_pre_corr < 1, cbar=False)\n",
    "\n",
    "plt.savefig('data_2011_pre_corr.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 1.00\n",
      "registered and cnt = 0.93\n",
      "season and mnth = 0.83\n",
      "atemp and cnt = 0.78\n",
      "temp and cnt = 0.77\n",
      "casual and cnt = 0.71\n",
      "atemp and registered = 0.70\n",
      "temp and registered = 0.70\n",
      "weathersit and hum = 0.58\n",
      "atemp and casual = 0.58\n",
      "temp and casual = 0.58\n",
      "season and registered = 0.57\n",
      "season and cnt = 0.54\n",
      "workingday and casual = 0.54\n"
     ]
    }
   ],
   "source": [
    "#Set the threshold to select only highly correlated attributes\n",
    "threshold = 0.5\n",
    "# List of pairs along with correlation above threshold\n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_2011_pre_corr.shape[0]\n",
    "\n",
    "#Search for the highly correlated pairs\n",
    "for i in range(0, size): #for 'size' features\n",
    "    for j in range(i+1,size): #avoid repetition\n",
    "        if (data_2011_pre_corr.iloc[i,j] >= threshold and data_2011_pre_corr.iloc[i,j] < 1) or (data_2011_pre_corr.iloc[i,j] < 0 and data_2011_pre_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_2011_pre_corr.iloc[i,j],i,j]) #store correlation and columns index\n",
    "\n",
    "#Sort to show higher ones first            \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    "\n",
    "#Print correlations and column names\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通常认为相关系数大于0.5时属于强相关，故此处的阈值选择0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L5xXjdTsIR00GBL0sXF+dEbxS549mPPrbjMd6Yap31xdX1Vq/BLzU5rHvtbmuyOUYhBDio0ivxjC4n5els8dntH9YPm8yK0tDDMz3cuL9Fh7fcq4U0MeuyOM7z9XYrSSyLe8VBr2UTB5qV/ruTQ33LlTfmg8KIcQFSt8zuuczRe1aiC/dtJszkQRfW7uNSNy0A0sqgeH02RiGZRGJmdmb68VM7r2hKPOxPpTqnU4CkhBCZJHq/ur3OKkomUDJ5KEdJjGkHi8aFMxoQb5l3ylWlYb4dc0JHIp2nWIfn1fMBy3xjOf1tYKq6XrVIqUQQlwK2bu/hgjHsvczSiU3ROIGBx+dQzhqEPA6WXDtKF7cdYIt+08zb/oIgl5Xxpklr9NB5dtH+cdPjubgo3OIxM0+V1A1nXSMFUKINsIxg4Xr2icg/Nv8qSQMq12Jnx1/bWTS8P4MCHgwrGTx1KaoQb7PzbHGCFf63eT73GitaY6bBLwuautSbSk+TmHA09uDUNcnNQghRE+UrWjq4H5eXA7F028fpaJkAkWDgtTWhdn49lEWXDuKX9ec4JZJQ6jcdpRbpwzPqGG3uiwEgNPpIOhVRBImYwcHGXblmD49I2pLZkhCCNFGUzTB3et32DOkkslD+e7N4xlyRR7jH96MkdYSwuVQHHhkDscaIzz4wl4qSiZQUbW/3eyqF6ZyX4hORVxJahBCiDSWpfF7nCybm0xA+P9KruaRWycytH8ekbiRNVOuKZpgREFeRoJDur6cyn0h+my4FkKIdOmHX5ujJvl5Lv79rumcjRp88+kddg+jVaUhNr59lNkTh1A0KEg4avDWO/VM+3gB5TcWdVi9IRI3+/IMqVNkhiSE6PPSC6aOe2gz33x6B80xg5ip7bYQt0wawuyJQyjweyidOZKKqv2Mf3gz39qwgwlD+7Px7aPced1otuw7Zc+uJJX7wsgekhCizwtHDbusT6rL69hBQSJxk4df3IulsZvtdbRHVFEygbGDg5x4v4UhV/hoSSSz6fp6KncrybITQogPY1naLuuTrcvr4/OKUcDS1goN5zsce7QhQsywuOP/vs3aO6fjUEqW6S6ALNkJIfq0qGFytiXBX35wM4/cOpHhV+ZRUTKBWyYNYevhBu7ftIcr8jztKnynmzGqgHDUYOVrBykaFJQluoskoVsI0adkVO5OmDTHjKxnh5bNLQbgpb2n8HudvLbk04wo8PO3D1pYPm8ySzftPnc4tizEr3Yd5/TZGJG40RcOuuaEBCQhRJ/RtiTQa0s+bZ8deuD5Pfa+0NbDDfZ+UX1TjKaowYMv7LUD0P/5aogn75hG0OciEjNoSSRnWavLphDwuCQYXSRZshNC9BnplbsNSzOiwH/es0NFg4KsKg3xVm19RoXvbz9TwwctyQrfJ85EKa+soXTmSAr8bglGH4EEJCFEn9G2JNDJMy0ZxVHTpQ68bnz7KGMG5md8bvuRRob2P3cQduvhBhZV1tBiWJfl6+itJCAJIfqMSCyz0kKqJUS2s0PL5hbzvV/vZ/XrtRQNCma8TnoQq60LA1KN4VKQgCSE6BNM08KwdEZPoo9dkcfyLQeYPXEIQ/v7eGL+VA48Moe1C6az/JVk59cZowoIx4x2wSoVxNa8UQv07cZ6l4okNQgh+oRIwuSeDTuZPWEwP71jGkGvi6ZogtNnY8xe+Xv7vlljCnnstkm8tPcUs8YU8uPbQximydoF0/F7nTRFDYJeJ3ddN5pfvPmufZ+ken90UqlBCNHrmaaFcijGPbSZ35RfT0XVfgbme/nBFycQMy0WVZ7rb7R83mRA87Er8gjHDOIJk/K0/kery0IEvC68TgcthoXf45RqDB+uU/9hJCAJIXo107SIGRam1uS5nUQTFnkeJ80xg7hp8sx/H+VLU4cz7Mo8jjZEWPnaQU6fjbGqNIQGBgQ9hKMmQZ+LY40RBvXz4vfI4tIFkvYTQoi+ybI04ZiBpZOHYOOmxb//8V1OnomycH014x9OFlCNJixq65u5/kdvsHhjDQArbk+eMSoIeMhzO1nzei3THnmV+U9tI+B14XPJslyuyAxJCNGrtD38mjrI6nY4+daGHVmLoqb2kFwOxcFH5xCNm/i9royqDrIs95HIDEkI0fe0Pfw6MN9LNGER9Lk6PPyakjx7ZNi/Ph2OZHHUVJFUCUa5JQuhQoheJXX4teIfrubWKcNwORwsXF9NRcmErI3zjjVGcDmUXZPOqZBluS4iMyQhRI+Svj8UjhlYls54PBIz+T9lIW6ZNIR7NuwkrzVArXmjtt3h11VlIQblezn46BzWLkimgvulFl2XkRmSEKLHyLY/tLpsCgV+N42RBOWVu/jmp0fzybEDCXhdPDF/KrGEyYxRBVTtPglARckEigYFaY4ZaK3xuZ3JJTmfu4u/OiEzJCFEj9F2f2jr4QbKK3cRSZhUbvsrK28P8alxg2gIx1nybA33bNhJOGbw0/lTmTWmkJf2nqKiaj8n3m8h4HWS75NiqN2JzJCEED1G2+KocK6G3K1ThrP42ZqMfkbLXznAoo01PLlgGv+xcCaRmMkHLXGe33Gcr18/Rrq5djMyQxJC9BiRmJm1Knckbtr9jFIzpwee38O9NxSx/UgjAY+LcQ9tZuH6ajSw4NpRUuanG5KAJIToMRwOMoqjzhpTyOPzivF7Ok7pTlXkTgWq+zftwelQslTXDcl8VQjRY/jcTpZvOcDyecVckefB73USjhokDNNuMV5bF2bNG7XUN8U41hixl+5Sth9pJCBLdd2S/F8RQnRbbSslOBSMGRDA43TwXjjGCI+floQJOBlZ4OdQXZgt+07x3ZvHk+914XI6+L9/OGxn2MG5JT7ZP+p+ZMlOCNEtpVK8F66rTu7/rKumOWbwjevHEDMtHnxhL995roaEafHNp3cw7uHNVFTt59Ypw3lhx3HORg0e+tVeymaOzFjikzYR3Ze8RRBCdEupVO7UuaGTZ1qwNFga7t+UTGDYsvhT9seAncxQUTKBof3zOH02RsDjsnsZST267i2nMySl1M1KqQNKqVql1D91cM9XlFJ/UkrtV0o9k8vxCCF6jjy3g1unDKeiaj/jH97Md3+5B9PS+L3nUr+LBgU7TGY41hhhdVkIr8tB0Cf16HqCnAUkpZQTWAPMAa4GypRSV7e5ZyzwIHCd1noCsDhX4xFCdA8dlf5pK1sq9y+rjxGOGnbqd21dOGsaeHPMYFC+l8KAF6dTdiZ6ilwu2V0D1GqtDwMopTYCXwT+lHbPQmCN1vp9AK11XQ7HI4ToYh2V/ikMeNrNXAJeFzdPHMwT86fSL8/N2ZYECdPiF2++y/J5k1m6aTf/ffg9VpWGWJTW0XVVaQiHAq/bIbOhHiaXAWkYcCzt+jgws8094wCUUm8CTqBCa/1yDsckhOhC6aV/ALv0z9o7p9tZb5aliRsmCpjTWiA1vX344feaefVPf+On86fhdCh+/sfD9j5TbV2YjW8fZd70EaAUQa/MjnqSXAakbG9N2s7NXcBY4DPAcOAPSqmJWuszGS+k1N3A3QAjR4689CMVQuScZenzlv5J3ROJGxiWxqEUiypr2gSvGh67bRIxw+JbG3aw4RszWf16LSteO2S/nsuhuO+zY9v/thHdXi7fPhwHRqRdDwdOZrnn11rrhNb6XeAAyQCVQWv9M631dK319IEDB+ZswEKI3Egt1R1tiHRY+geSMyhTw5lIgoA3e/WFkYV+O5mhoz2kSMyU5boeKJcBaTswVik1WinlAUqBqjb3vAjcAKCUGkByCe9wDsckhOgCqaW6Fa8ebNeTaHXZFPJcDsIxgzy3g3yfy6640FHCQnM8mdiQrcfR6rIp9oxL9Cw5W7LTWhtKqfuALST3h36utd6vlPo+UK21rmr93E1KqT8BJnC/1rqh41cVQvREqaU6w9JMHdnfTlRojhnkuZ1EEiYBrys5s1FQ1xRjy75TLJtbzAPP7zmXsFCWTFj4/cF6O5lhxasHeOy2SYws9BOJGdJgrwdTWveshdbp06fr6urqrh6GEOIChGMGC9dVMzDfy9KbxttBpvzGIkqvGZmRJffj20MEvU7OtCR4YcdxZk8cYjfU87udLP3lbu75TBFXDQgQSZgEfS77c5Li3W116h2CBCQhRM6l9pCaYwYPvrDXTlR484EbSJi6XVHU1WUhAh4Xlga/15kMOK317O5ev8N+PsCsMYUZWXqiW+pUQJK3E0KInEoVSC0MehhZ6LcTFUomD8XjcvDgC3sZ31qHbulN4xncz0tBwIvP42Th+mrea4phWRqFIuBxsbpsSsae0aqyEHku+VXWG8gMSQiRM20Pwr625NP2DGnL4k9RUbW/3WznsdsmATAg6MXSGo9T4XGdqz9nmhbN8eSeU21rde+ymR/PerhWdBud+h8jc1whRM60PQi74tWDdjJCR3XoRhb6aWyO4VDgczlpMUw8CpqiCfxuJy1Gsrp3eiDberhRlu16Afm/J4S45JIHXE38XifL5xVjaRjaP4/aujAFfg9rF0ynJZ5sR54eWFJp3W6HA4/TQWMk3q4sUEHAc97DtaLnkoVXIcQllVymi7FwfTVLnq1BKcV3f7nH3idqbInTHDf4+R8PtztDtKoshNOhsIAWw2TRxpqM4qqLNtbQkjDPe7hW9FwSkIQQl0SqinckblLeWvLnOzeN5zvP7c4MKpU15Hmc3DZtOC/uOk5FyQQOPDKHJ++Yhs/lwOdOtiXvqFJDwNs+sUGa7vUOsmQnhPjILEvTFE3wfiTByEI/FSUTWPNGLcOuzMsaVIJeFy1xk69/cgx+bzIAORQ0RU2CPjdX+j1EYkaHS3qFAQ9r75xup4JL073eQWZIQoiPxLI0zXGD/Dw3AEuerbFTuCOxDpbXYibX/fD1ZBfXmEnCNDkbNVjy3O5ku/L11YRjJk/Mn5q5pFcasoNP0CtN93obSfsWQly0bP2Nls0tZvkrB6hvirF2wTTOtCS4f9O58j+PzytGAUs37WF1WQif24lCsXB9dbsU8NVlIdxOx7kyQy4nLjlz1BNJ2rcQIrfapnUPzE+eHVpZGuLQ6TA+t5OApXnstkmMKPBzrDGC1+mg8u2jrCoN8ehv/syK20MAWZf2CoPe5L8TNwlIjbpeT95qCCEuWnp/o5LJQ1l603gefGEv4x5qzaiLxPnvd94jZlgA9Pe7uTLg4a5Pjualvac4fTZGJG4SiWdf2muOGfS0VRxx8SQgCSEuimVpmlsTD0omD+X7X5zAA8/vaZdRd+1VA6mo2s/4hzdzz4adNDbH+dXO42zZf9rOjvO7ne0y55bNLebf//guJ96P8vM/HKahOY5lSXDqzWQPSQjRKamadH5PMhEBNFEjefYnmrAYckUe4x/ejJEWNFwOxcFH59AcM1rbSxg4HAqfu312XCo5wu9x2YVWq3afZNaYQipKJlBRtV+qMfRcUlxVCHFppJIXFq6rtrPgTA3ffqaGlrjF/Zv2dNhQLxw1CHhchKPJ3kd+T/bsOIdDEfC6GP/wZmav/D1Vu5MNprcfabTLDEk1ht5NApIQ4kMlD7vuyliOC7YeXB3aP3nWKFv31lWlIX7x5ruMe3gz33x6Bw2R8y+7dbSXlAp2Uo2hd5O5rxAiQ8bSXNwkz+XA781MXrj3hiK7Fl0qWKRmNBUlE+yGer94811WvHYIwN5TWrtgOkFf9l89qb2ktmnkL+46LtUY+gDZQxJC2LKdK1pdFiLP4+LnfzhMbX2z3fF1cD8vS2eP54Udx7l1yvCMVuOrS0PkeZzktdkPSu0poekwhTs9IKYa87UkLKnG0LPJOSQhxIVpe65o6+EGyitrWPPVKdx13WiCPhdHGyIMzPfyYs1JLA1LPj+OYVf6eGL+VPrluYnETc62JChfvyNjlgNQ3xTjaEOEAfneDpMTUlUYAPJ9yeoPQa/sLvQFMkMSQtgsrRn3UDJTLrU0d9XAAI2ROBu3HWX2xCEUDQoSjhr8atdxKv7zT7gcigOPzKGhOUaB30NLInub8cdum4RDKVa8eoAVt4dwKJnt9CEyQxJCXJhUUsHAfK+9NFdRMoEt+061W5ZbWRpi59Ez1DfFiMQNCvweO1Ouo8Z7izfWtN5vSvq2aEe+I4TsEdDNAAAgAElEQVQQdkM9n9vBqrIQkZhpH3ItGhSEiUPsa0gu5S3eWMNjt03C5VRE4iYN4TgD8pOlfrJV6T50Okx9U0ySE0SHZGFWiD4u1ToibphEExYDgl4GBL0M7pcMLrV14fO2G/e5HTgdcKXf3WHVhVVlIYoGBVh753QKAx5JThBZyQxJiD7MsjTRhEnCsogmLO59ZheD+3lZ/LlxrLg9xHduGs9v/3yaj/XzddibyO92gQKf61wWXEf9iiQ5QZyPBCQh+iDLSpb9sSyNBsJRkwdf2MvAfC9LPj8+Y69o2dxiDr/XxKqyEIsqa+zHU72JnM72QSY9U072ikRnSZadEH1Icq/IwO91EY2bhOMGAwJeNDD+4c38pvx6Kqr2t8uQe/KOafjdTloMk4DXRVPUwOtU+DwSbESnSC07IcQ5yUOvMRau38GSZ2uImxaFAS/hmMGxxggzRhVw1cAAFSUTeOdfbmHL4k9RMnko2480EvC6uOPnb2NZ8JPfHiJumHhcF5eYYFmacMzA0q1/SwVv0UpmSEL0EeGYwcJ11cyeMJgvTRlO0JesonDVgADvR+IoB1gWLNpY065sT0loGH6vkwK/h6hx8VUTsleCmCKJDr2fzJCEEOf4PU5unjiYL009F4y27DtFQyRO9V8bcTudLNpYk1FA9YHn93DXdaMZmO+l0O/B5XS0q9J9IdIrQaT+jfLKXUQSUjRVSEASos+Ixk3mTBzCujfftVO577x2NDv/2si1Vw20q3en236kkaDPhc/lyJq8cKHSO8ym/xvSVkKABCQhej3TtIjEDCwNhUEPpdeMtDu4fmvDDqZ+vICg10kkbmRt/RCJmZckGEHH7SWkrYQACUhC9GqmadEUM2iMxFm4vprauuZ2y3KLN9YQSZjsONLYrp/R6rLQJZ29ZDs0K5UbRIrkbArRi0USJmciCR58Ya9dBijbklnA42JIfz/LXzlg9zNqiZs4HB23ibgYDofq8NCsEDJDEqKXsixNwOtiRIHfDkIdtRk/1LqnVLX7JLNX/p75T23D0hrfRaZ2n0/q0Gy2Nuaib5OAJEQvY1maaNwgEjcIR42MvaFsbcaXz5vMln2nONYYyag9F/DIzEVcXjk9h6SUuhlYBTiBp7TWP2zz+buAx4ETrQ/9RGv91PleU84hCdGxVKFUt8tBOGqwaGMNT//Pazh5JmqXAyq/sYg7rx1Nfp6LE++38KudxymbORJLw8B8L5FYslurBCNxCXVtPySllBNYA3weOA5sV0pVaa3/1ObWZ7XW9+VqHEL0JVHDRAOmpe3khXfqm9my75S9N1RbF2bdW++y4NpRDO2fR0loGJYm2TBPQ9AnW8uia+TyO+8aoFZrfRhAKbUR+CLQNiAJIS4By9I0xwwKAl6Uwt43WvNGrd1sL1Ud4fF5xVRU7ef02Riry0IEvK6Mat1CdIVcBqRhwLG06+PAzCz3zVVKfQo4CPwvrfWxLPcIIT5EsgpCDRUlE/jYFefaRVTtPgnAY7dNYmShnxPvt1Dg97Di9pBkuYluJZdJDdm+w9tuWP0nMEprXQy8BqzL+kJK3a2UqlZKVdfX11/iYQrRc1mWJhxNFip1AD+9YxpjBwVxOxSrSkN28kJ9Uwy/x8n6t47w3V/uwQLJchPdTs6SGpRSs4AKrfXs1usHAbTWj3VwvxNo1Fpfcb7XlaQGIZJS1bvLK2sY3M/L0tnjuX/TuWW5ny2YBmC3i3hx13Fe3ndaipmKrtDlxVW3A2OVUqOVUh6gFKhKv0EpNSTtsgT4cw7HI0SvEoknl+i2Hm7gns8Ucf+mPRkVGO5evwOt4fcH6vjbB1HumDVKWoiLbq3TAUkpNVUpVa6U+rZSauqH3a+1NoD7gC0kA81zWuv9SqnvK6VKWm8rV0rtV0rtBsqBuy78SxCi77Esjd97rlBpRxUYgt5kBYaKqv1E4qYs0YlurVNLdkqp7wHzgBdaH7oV2KS1fiSHY8tKluxEX2ZZmkgieU7obEuCre+8x5iB+Qzrn8fC9dXtOr2mUr0bm+MyMxJd6ZKeQyoDpmitowBKqR8CO4HLHpCE6KuyNbdbVRpi49tHOfxeM4/PK87YQ1pdFqJy21GGfnK0BCPRI3Q2IB0BfEC09doLvJOLAQkhsktvbgew9XADizYm07xnr/w9lj6X2n20IYJTKcpmjiTgkWU60TN0NiDFgP1KqVdJpm5/HvijUmo1gNa6PEfjE0K0ynM7MqotrHmjlpf2nqJoUBCAqt0neWnvKQ48MoeA14nPnfwjwUj0FJ0NSL9q/ZPyu0s/FCFEW6k9I5/LQWMkTkXVfntJbtncYooGBqitC9v3J5vdGRQGvBKIRI/TqYCktc56YFUIkTvpe0ZP3jGNRa0p3pBcrnvg+T08ecc0fvHmu7gcKrmnVBaSJTrRY3UqICml/gfwA+Djrc9RgNZa98vh2ITo0+KGidup+I+FM4nETAb382Z8fvuRRoI+F7MnDuG+z44lHDWkZYTo0Tq7ZLcSuA3Yq3PZr0KIPi59ie5sa/uI9IKolsauTTdjVAGRmElF1X5+tmAaAY8Tp1NanImeq7PfvceAfRKMhMid1BLdwnXVNMdMu31EqvLC/Zv2sOTz4+wmeo/PK6Y5brCqLITfLcFI9HydnSF9F3hJKfVfJDPuANBar8jJqITog6KGSXPMYMM3Zma0j0jZfqSRkYV+Dj46h6MNEfK9LtxOh2TSiV6js2+pHgUiJM8i5af9EUJcAqleRlU1J6itCxOJmXbb8ZQZowo4dDqc8ZgEI9GbdHaGVKC1vimnIxGiD4sbJnluJ2UzR9rVu1eVhjL2kJbNLebFXccZ1n8MA/K90sdI9DqdDUivKaVu0lq/ktPRCNFHpNeka44ZKMCwNAUBLxUlE+xDrz+9YxpBr4vaujAv7jpO2cyR+CWTTvRSnS2u2gQEgHjrny5L+5biqqKnO19NutWv19qzoeWvHMCh4JFbJ+H3OonEDPxyxkj0TJeuH5LWOl9r7dBa+7TW/Vqv5QySEBchvSZdKoNu0cYaZk8cYl8/8Pwe7r2hiNNnYxiWhdaaoM8twUj0ap0KSCppvlLqn1uvRyilrsnt0ITonfweZ9YMulRNuvTr5fMms/6tI7QkrMs9TCEuu85m2f0bMAv4aut1GFiTkxEJ0YtZliYcNbJm0GWrSff8jmOUzfw4frfzcg9ViMuuswFpptb6XlrbT2it3wc8ORuVEL1U1DBpSZisLgsxa0yhfch1VWmILftOnbsuC5HndvL168dILyPRZ3Q2yy6hlHKSbD2BUmogIGsIQlwA07Rojhk8+/ZRvv7JMTx22yRGFPiprQvz0t5TlISGcd9nx9IcM3A7FC6ng6BUXxB9SGe/21eTbD8xSCn1KPBH4LGcjUqIXsQ0LZqiCZRD4XY6uPfGIprjBl63g/lPbeMLq//Alv2ncTkVZ1sSOJXC45IlOtH3dCrtG0Ap9QngsyTT936rtf5zLgfWEUn7Fj2JYVg0tsRZVFmT0Vrc0uBzOYgmLAb28xKJmTgU/NfBOq4fO4igr7OLF0L0CJcu7Vsp9bTW+i9a6zVa659orf+slHr6o41PiN7NMCxaDJPC1sOut0wawtbDDZRX1tASN2mOmxiWxZgHX2Lh+mqOvd/Ctytr8HtldiT6ps6+DZuQfqGUcgHTLv1whOgdTLP9zGjZ3GIAXtp7ihEFfuY/tY21C6Yxa0yhfRA2mV1nEvTKDEn0PeedISmlHmyt0lCslDqb+gOcBn59WUYoRA8USZh2h9e2h11TKd7bjzTi97p47LZJrHj1APVNMVaXTZEUb9FnnfdtmNb6MeAxpdRjwI+AcSQrfkNrxp0Q4pxUjbqA15X18OvYQUFWloZ49Dd/thvsDcj3suL2EJG4KQVTRZ/W2XWBw8DvgeFADfD3wFbgxhyNS4gew7I0UcPEsjR+r4vmmIHWmhmjCth6uMG+b8aoAppiBoV+T+tsKITDAX5P8sdQlulEX9fZtO9yYAbwV631DcAUoD5noxKih7AsTVM0QWNznIXrdzDuoc20xJNVvFe1Ofy6bG4x6958lxbD5LHbJuH3uPBJercQts6+JYtqraNKKZRSXq31X5RS43M6MiG6OcvSNMcN3E4HTqX4j4UzicRM8jwOmqLJmVBFyQSKBgWprQuz/JUDvLT3FPfdOJYWr4nP5ZDlOSHSdDYgHVdK9QdeBF5VSr0PnMzdsITo3lIzo6hh4VCw5LndGa0kTpyJcNXAfCqq9mcs280aU0hz3KAgz4NTqjAIkaHTB2PtJyj1aeAK4GWtdTwnozoPORgrupplaaIJk8ZIHMPUPPjC3nZB58k7pgGaaMLK6Pr6+LxiCvwe/LJfJPqWTi0FXPBPhdb6vy58LEL0DqZp0RxPVlW4f9MeNnxjZtZsuqDXRUvCxOvCrll3rDFCvteFT9K6hchK1gyE6CTL0jRG4vzizXfxt6Z119aFs7aSOFQX5hvrqnE5HQwIelAKBuR7yZcme0J0SAKSEOdhWZpwzMDSyWW65pjJN64fw9mWBAcemYPf42R1aftsujVv1LL9SCN5Hmey7bhSBL3SflyI85GFbCE6YFmahuY45ZW7GNzPy0Nf+Duqak5QNnMk5WklgZbPm8zK0hAD872ceL+Fx7ccoGr3SWaNKSQSS/Y/kp5GQnw4mSEJ0YFIwqS8chdbDzdwz2eKKK+sYfbEIZS3KQm0dNNu8txOzrYk+O4v9/DS3lPMGlPI4/OK+aAlGdAiCbOrvxwhuj2ZIQnRAb/HaScsFA0Ksv1Io/13uu1HGgn6XERiRkYCg9fp4Ae/+XOyZp1HEhmE+DA5nSEppW5WSh1QStUqpf7pPPd9WSmllVLTczkeITor1d31wCNz2LL4U/ztgxa7KGq2JIajDRHejyQAUAqcDsUPfvNnqnaftCt4CyHOL2cBqbXl+RpgDnA1UKaUujrLffkkSxNty9VYhLgQpmnR0Bzn7vU7GP/wZiqq9uNxOXhi/lS27DvF6iwlgVa+dpBhV+YxIOilqc3SnVTwFqJzLvhgbKdfWKlZQIXWenbr9YNgVxBPv28l8BqwFFiqtT7vqVc5GCtyJVWpGw0L11e3O+y64iuT8XtduB2KuqYYIwr81NaFWfNGLfVNMX62YBr5Prf9On6PUyp4C5F06TrGXqRhwLG06+Otj9mUUlOAEVrr/3e+F1JK3a2UqlZKVdfXS01XceklM+pi/PwPh/F7nVn3iQb187HuzXeJmRYup2L+U9v4wuo/UN8UY1VZCHdr0HE4WlO8JdVbiAuSy6SGbD+F9nRMKeUAfgzc9WEvpLX+GfAzSM6QLtH4hLBF4gaV245y65ThHG2IZG0dEY4a3PfZsRxtiPC7A3V24dRjjREU4JFlOSE+klzOkI4DI9Kuh5NZkDUfmAj8Til1hGSPpSpJbBCXS+rQq2lZOJTi658cw/CCPAJeJ8vnTc7YJ1pVGuLwe02Me2gzD76wlxs/MZg1b9Ry1f9+ic+t+C8KAl6aY0ZXf0lC9Gi5DEjbgbFKqdFKKQ9QClSlPqm1/kBrPUBrPUprPQr4b6Dkw/aQhLgUUodef/6HwzSG4zRG4ixcX824hzZTXlmDz+3gR18u5sAjc1i7YDob3z7KmIH53DJpSEY7ckjOnppjhiQuCPER5Swgaa0N4D5gC/Bn4Dmt9X6l1PeVUiW5+neF6IxIwqRy219ZcO0omuMm92/ak3HY9b5ndhGJm8x/ahsnzrSw+vVagl4X989OtgFLnUmaNaaQVWUh/G6ntJMQ4iPK6cFYrfVLwEttHvteB/d+JpdjESJdntvBrVOGk+9zk+9zZ01iKBoUZNncYpa/csA+gzR2cBBIzopa4iZr75wuWXRCXCLylk70SbGEhaU1LXGTY42RrIddm6IJVrx6gPqmGMvmFrNl3ykiMdMuC+RwIFl0QlxCEpBEn2JZmnA0ga+1lM/zO48R9Dl5fF5xRhLDj28P4XY6+NevhKgomcCLu45z27ThOBRUlExg+ZYD0tdIiEtMatmJPiN11ii9UveyucX8v92nmDNpCGsXTMfvddIQjuFQCsO0ONYUo2hQEG9oGF6ng396Ye+5St5xk6B0fhXikpEZkugzInGjXaXuB57fw6yrBnDdD18nz+Pka2u3YWn4z90n+edf7ydmWCgFBQEPlW8flXJAQuSQvL0TfUaqy2u6VPJCKmlh6+EGFm+soaJkAhX/+Sfqm2KsvXM6Qa+Lr18/hvs+O1bKAQmRIzJDEr1ect8oeWj1tSWfpmTyUPtzM0YVcKwxYnd5hcyU7tRMSMoBCZF7MkMSvVq2faPH5xXjUHD6bIzVZSEsDY+2toqAtJTuBdPxe2QmJMTlIgFJ9ArpFbajCRPLAr/XSXPavhHA1sMN3L9pD2sXTMfUGo9TEY4Z1DfFcDkUM0YVsKosRJ7bIQddhbjMJCCJHi9VBqhy21+ZO204HpfDnhEdeGRO1n2jPI8TpeAnvz3EV/9+JE/eMY2g10U4ZhDwSNUFIbqC/NSJHi9VBqjsmpEEvC4KAl4qSiZwy6QhHXZ4PdYY4dDpMCteO8S3n6nBoeBQXZiAV4KREF1FfvJEj+f3OJk7bTgx0+KeDTvtLq9LbxrP1nfeY9nczEOvj88rpr/fzdZ33gOSMya/18WWfadoSVhd/NUI0XfJkp3o0SxLE02Y9Mtzc/f6HRl7RQ88v8eusvDkguSSXHPMwLA0McPixk8MZufRM9Q3xTjaEOGu60bL2SIhupDMkESPZVmapmiCxkicgKfjM0al14zkF398l3EPbebu9TtoajEoDHh44Pk9LPn8OJbNLWblawcJ+iSdW4iuJAFJ9FiRhEnUsHAqRSRuZt0rao4ZbHz7KCteO5RRnSEcM9h+pJGRhX6Wv3KA02djROJmF30lQgiQgCR6mFSXV0trHIBDwZLndvPwi3vbFUhdNrcYv8fJ6tdrM15j+5FG8n1uZowq4NDpMPVNMSkFJEQ3IHtIosdIpXeXV+5i+5FGXlvyaR58Ya+9b2RpeOy2SYws9HP6gyiPbf4L995QxIxRBfY9cC7LblVZiMKAR3oaCdFNyAxJ9BiRhEl55S67OOqIAn/GvlHV7pN8bsV/oTU4HYqigQGe+F1tu5nTqrIQbqeiMODB6XBIKSAhugmZIYkew+9xsv1IIyWTh3LvDUUolaxNt+LVgxllf2rrwlRU7WftgukAJCyLH325mKH98wjHDH618zhb9p9m7YLpBH3ynkyI7kICkuh20ssANccM/B4nMcPCtDR/+cHNNDTHWbwxe226ZXOLef0vp6komYDf6+RoQ4Qr/G6GXOGjti7MVQMDbNl/mtVlIfwe2TMSojtRWuuuHsMFmT59uq6uru7qYYgcabtPNGNUAatLQyQszXee251sC1G1P2NPaNaYQns2FDMMognN0k27MwKWApa21rBDIXtGQlxenfphk/UK0a203SfaeriB5rjJd57bzdbDDVw1MEBFyQTe+Zdb2LL4U5RMHmrXpgt9/xWaoiZLN+3OeP79m/ZwRZ4nmUnnccqekRDdlCzZiW4ltU+ULpW8UDJ5KA3NcSqq9me0IC8aGKC2Lpw10QFSpYGc0kpCiG5OZkiiW8l2wPVYY4QZowq494YiFm9s34L8zmtH2831OiqmGomZEoyE6OYkIIluxe92sroslJGmne9zsaosRNGgYNbZT77PZWfZrXkje5q3JDAI0f3Jkp3oVhwORcDr4qet/Ylq68JEEyZ7jp/huqKBWQ+5hmMGs8YUsv1II/VNMXxuh53m3dza30hmR0J0f5JlJ7pMenp3JG7amW+mZaGUYtxDmzEsTe0jc2iIxHn27aPcOmU4Dzy/51wGXlmIK7wuYpYm0FrN2+NQuN1OIjFT9o2E6B469UMoMyTRJbKmd5dNoTDgIRI3aQjHmTGqgNkTBhMxTAYEvcyeOMQ+Y1Q0KEgkbuBUijNRg0Vp55JWlYYocDgI+uTbW4ieRPaQRJfIlt5dXrmL5rhBwOti5WsHWV0a4pZJQ/jm+h12070bPzGYNW/UMv7hzQS8LuKmxaI2iQ6LNtbQYkjlbiF6GnkLKS6r9GW6wf28bFn8KYoGBamtC/PE72rxe1wcOh3m9NkYUcPiu7/ck7XpXn1TjBPvtzDsyrysiQ4Br3xrC9HTyAxJXDapZbqF66o5daaFpbPHU1G1/1zL8dnj+dsHLax5o5Zlc5NJCR013VtVFuLxLQc425LosA+SEKJnkYAkLpv0ZTpLw/2b9rSrqGDpZNXu5a8coCnaQbCJGwQ9LuqbYjgcsKo0M018VWmIPJekeQvR00hAEpdNehWGjmY/Q/vn2dW8g57k+aP0YLOyNMSvdh7H50meV/rFH4/gczt48o5pHHx0Dj9bMI0CvweXS761hehp5KdWXDbpVRg6qqhQdzbK0pvGs2XfKU5+EGXHkUaemD+Vg4/O4ck7pvHnkx/w8r7TnG1J0BwzKZ05koDXhUMp0JDvc0swEqKHkp9ccdkkqzBMYdaYwqyN8/71K5O5Is/NA8/vYfbEIby46zgThvbnng07GffQZr759A6uHnoFT8yfyq9rTjCy0M+AgDfZZM8nBVOF6OkkFUlcUh0ddoVkFYbCgIe1C6bj9zo5dabFrqhQWxfmRy//hRW3h+zEBSYO4YHnM7PsFm2s4ck7pvFBJEFzzCDf5+7KL1cIcQnlNCAppW4GVgFO4Cmt9Q/bfP5bwL2ACYSBu7XWf8rlmETudHTYtcDvpsWw7CBlWhZHG2I8+MLedn2NmmOG3fW1be06e2/J5+Ku60ZL4oIQvUzOApJSygmsAT4PHAe2K6Wq2gScZ7TWP229vwRYAdycqzGJ3ErPooPkjKb6SAPXFQ0k4E2eL9qy7xS3TRvO7w7Usbo0RHPcZESBn6Zognyfi1jCYvm8yTy/4xgfu3a0XbuuZPJQlt40PqNs0KqyEAMCXlmqE6KXyOUe0jVArdb6sNY6DmwEvph+g9b6bNplAOhZhfVEhra9jEomD2Xqxwv45tPnKi2UzhzJkH4+vjxtOKaGB1/Yy/iHN3PPhp2ceD/KU384jNet+NLU4QQ8TjvL7t4biuzlO7siQ2UNkYRUZBCit8hlQBoGHEu7Pt76WAal1L1KqXeAHwHl2V5IKXW3UqpaKVVdX1+fk8GKj65tL6N7byji2bePUlEygQOPzKGiZAI7jjTSFDPwe1343A6e/p/X8Jvy6xmY77WTGb79TA2mpfnE916mwO+homQCYwdnbz0hbSWE6D1yGZCyraO0mwFprddora8CHgAezvZCWuufaa2na62nDxw48BIPU1wq6Vl0LoeiaGCAW6cMt6sxbNl3imkfL7Cz5u7ZsJOTZ6Js2XeKpTeNZ3A/r71vNLLQz8FH59CSMKmo2s+h0x003ovLDEmI3iKXAek4MCLtejhw8jz3bwRuzeF4RI7ZWXR3Tufgo3OIJMyMZbbZE4e0K4SamhU98PweFn9unH0+qTlm4FCKgMfF6rIpbNl3imVzM9PEV5dNwe+WGZIQvUUus+y2A2OVUqOBE0Ap8NX0G5RSY7XWh1ovvwAcQvRoDoci2FrYNOB1ZSyzddTxNX1W9JPfHmL5vMn2UlwqyH39+jHkuR38bME0Al5Xu5RyIUTPl7MZktbaAO4DtgB/Bp7TWu9XSn2/NaMO4D6l1H6lVA2wBLgzV+MRl18qhTulo+oM6bOiL00dzvM7jtGSsOx7UkHO6XCQ73PjUMlrCUZC9C7SMVZccqnDsT6Xg8ZInEWVyeZ55TcWUXrNyIxmesvmFvPiruPcOmU4w670seb1WkqvGUlhwIPTKYVEhOglOvXuUQKSuKTSD8cO7ufln//H1TRFDUYU+GmOGWg0WkM/n5uz0QRBr4t36pvZsu8U86aPwOFQ7PxrI9ePG2Qv/QkhejxpYS4un9SsCI19OHbL4k9x3zPnPva6HDz4wl4G5nvbHXJ9fF4xLoei8u2jzJ44RNK5heiDJCCJjyx9VrThGzPtxIX0JIaiQUEgmcRgWMlZeUXJBIoGBWmJm8QMg/5+LwuuHUWwNWlBZkhC9C2ySC8+sqhh0hwz2PCNmTRFE5TfWARkJjHU1oU51hixr6t2n2T2yt8z/6ltvBeO0ZKw+M5zNdyzYSeNkTh50kJCiD5HfupFhyxLE44ZWLr1b6v9fqNlaZpjRkYJoNJrRrLkc2P578Pv2d1cn/hdLUGfs13LieXzJrPi1YPcv2kP93ymyC4J1GJYWUYkhOjNZE1EZNVR5e7CgCcj3TpZULWmXYuIJ+ZPxeN00BQz7HYT9U0xvC6HfX3i/RaWvfwXqnafTFZ2SFvWkz0kIfoemSGJrNIrd6eqKpRX7rKLmaZmT36Pk4qSCZRMHmo/d/uRRvJ9LprjBos31hD6/iv85LeHUEB5ZQ0nzrTwtbXbuP5Hb1C1O1m8I3UeKfWxlAQSou+RGZLIqm3lboDB/bygwbQsGprPnS+aMaqA5fMm88DN4/nYFXkca4wQiWfOnFa8lizC8cT8qeT7XKwqC2U8//F5xSzfckBKAgnRh0lAElmlKnenAkrJ5KEsnT2eheurqSiZQEXV/oxluud3HGPBtaPs57ctGwSw+vVa7vvsWCIxkx1HGs+VAYqZOByw4vaQlAQSog+TJTuRIX0p7sk7prHkc2NxORQPfeHvMEzNhm/MZFj/vORsqVXJ5KHcOmU492zYyfiHN/PgC3tpihpZywSdeL8Fv8fJ9FGFBDyuZBkgnwt/6mMpCSREnyWVGoQtWyLDqrIQBX4P70filKctsf349hCmZfGxK/JoiiZY/9YRe1kOYMnnxlI6c2TGslyqTNA/fnJ0MhhJ4BGir+jUD7vMkIQtWyLDosoaWtIy6QxLMzDfSzRhMqR/HrV1Yda/dYTbrxlJxT9cbb/W6tdrKfB7ePKOaXZzvhd3HefOa0ehUKDoMH/gc3gAABRySURBVJVcCNE3yR5SH5cq+eP3OLMmMmw/0pixH1QyeWi7sj/L5hbz7NtHufPa0ew8eoaq3SeZMaqA+qYYV+S5icQNxg4OMqJgDM0xg/INO8+bSi6E6JtkhtRHWZYmEjdoaI6xcF014x7azNGGSNZ9n/Q2EvfeUJTRdC+9yV7Q5+LeG4qYNaaQf/3KZFwOxVN/OEw0YYEGS5Mx02qbSi6E6NskIPVBqb2iurMxyitrGJjv5Tfl1zP8yjy7skKqksKqshBuh7IrLJyvyV5tXZixg4OsXTCdfj4XV/o9LLh2FIUBD81xgzy3I+tz5RCsEAIkIPVJqb2iEQV+BvdLVt6uqNrPJ/75ZTa+fZQn75jGwUfm8KMvF6M1uF0Ogl4Xj902iZbWdPB0M0YVEI4abNl3ikjMoLE5zs//+C4nP4hyz4adjHt4M3ev35FMmGitc5f+XDkEK4QACUh9UmqvqLE5RkXJBIZdmUdFyQRumTSEFa8d4ptP76ApZuBzO1i8sYbxD7/M+reOUBDwkOdxsLLNLGplaYi33qnntmnDcShlL+G1XdpbVFnDXdeNzniuHIIVQqRIUkMfFImblN9YhNZwT1qCwbK5xQC8tPcU+T4XX1u7g62HGyiZPJTZE4ckD7HGDU6eidiHWsNRA7/byZiB+SzfcoAVt4fsJbxsy3NBn4u1d07H73HKIVjR46QnAcn376UnAakP8rud3HXdaL759I6MagsPPL+HipIJ1DfFiMRMth9pbJdVl2pDfvf6HRmBbM0btdQ3xewEiFTridTrw7nluVSfI+l3JHqSzhYcFhdPluz6IIcjWR2ho+SElaUhPmiJM2NUQbusutkTh7BoY027LLsH53yCn96RnDU9ecc0Dtc3sWxusSzPiV7jwwoOi49O3qL2Mp1dUmhbqw5SMxiDnX9tZPO+0yybW8ywK/MyAldHS3GDr/DxtbXb2lV4sOvVyfKG6OE6OqcnWaKXjsyQepHUkkLqXNHCddU0NMcxTatdo708l4NVZe1TvOubokz7ePJQ64pXD9AUTfz/7d19cJzVdcfx71mtXizJlGBMxubNYBsCGL/UKhSG8lZSG5gRpBRipcYwEJOmoSbjwoRA0lGBhDgGGjzjSWzTNrwUM7jNEE+DxxBwpoQCtYjB2IAdxRBQzBhhQ5BYa6XVnv6xL9qVVtZa0mqfXf0+Mwxe6Znlckfeo3vuuedmVdWlUnGNc6ay+Zvn87vvX8Yvl19Ae0d0QAFDVyzOxJpK9aiTshAZpMJUVaKjR73sykhnNMbSh1uyVj3nnDyJNdfO52uP9u35/GTxn9LdG6fl3QOcO2My9dVhWj/sZPOOD7hy3nHs3PsJ50w/mok1lXzUGcWMdE+6ZRfPYMm50+iMxrhtQ1+3hvuunpO+bA8gHDJ2f+9SQqYgJOVBe0gjktcEKWVXRg7V+icVpCZPrMaBo+qqOWf60Tz84jssmDUlcVvrrCk8ta2NBbOmMLGmkul3PE04ZOy6Z2FWZRzu3LZhe1ZBxK0bXqe58YysC/cyCxhESl0oZEyqq1KVaAHp06KMDLYvlLqJNVUxlyr1fvvuhVw577gBfemmHlmTdXvrwZ54OrBMCIewkA1aEBEOWfo3RxUwSLkJhUxVogWkPaQyUltZwaqmeQP2hfa0d7D5m+fz/S+dma6Yu+zMKUS6e7MOxaYq5iI9vfz4V605K+MiPb2D9ryLdMfY/b1LWXddg9IYInLYFOLLSK6UQk1FiPknHsUtT7zGY189O3226FsLv5C1r5R5KLa+Osz918wl0h2jrirxI5K6tK+uOsx3n9rBiqtmZ62sVjXN7btwT785isgw6JOjzIRCRm1lMr9dVcFn0Vj63FCqQu62Bady64bXBz0U+97+CHXVYSbVVQFkbeT+cvkF7Ps0yn3P7KK58QxmHFPP+wciunBPREZMKbsy07/0u7aq7wDs6i2tOc8WQd8e0KqmuRxzRHU65db/MOADz+5m5dWzae+IcvmqF1j80CvUVlVQHdaPkoiMjFZIZSQedz7rjnFUXRXNjWewektrVgufVAXc97905qCHYifVVWetdPpX7m18fS8hg3VLGqitTqzAaisrqKhQQBKRkdGnSJlIrYxueuRVTv3OJpo37uTOy09j+uQ6frJ4PssvmUk4ZLR3JM4Vpe43Shc/LJqb2Hfq6c26VjzXYcB9n0bBIGTGxJpKBSMRGRU6GFsmBjsU29x4Bs0bd/Jg01wm1VVxsDvOhMoQndEYH0d6OP6oWjqjMR5+8R1WPd864LCfDgOKyCjI68NCAalMxN055c5NxDJWN4lDrZcy/Y6nOefkSTxwzRwmTqikvjqc7nmHw9JHBgayddc1pKvl1HJfREYorw8M5VrKxGB9tlIHXFMNUFONIFMH/Gqrh24YmXpWPelEpJAKGpDMbKGZ7TKzVjO7Pcf3l5vZm2a23cyeM7MTCzmecpbrUGzqniJIFi1Ee9ONIOPxRKPVSFQNI0UkGAqWsjOzCmA38EWgDdgKNLn7mxnPXAS84u4RM/s6cKG7f/lQ76uU3eAyU2sdXTH+t7WdkydPZMYx9XRGY1RVGNXhxMontS/0+SOquXXBqVmNUrVHJCKjrOjNVc8CWt19D4CZPQFcAaQDkrtvyXj+ZWBxAcdT9lKptXjcqTDSHRoyuylUhyuyzhY1zpmK0VfGHYkmApqCkYiMtUKm7I4F3s943Zb82mBuBDYVcDzjRiKY2ICbXZetfy29gsq8nvzWDduZe9cz/O26Vzio2y9FpEgKGZBy/YqdMz9oZouBBmDlIN+/ycxazKylvb19FIdYvg5VrJAqgOh/PbmuZBaRYipkQGoDjs94fRywt/9DZnYJcCfQ6O7RXG/k7mvdvcHdGyZPnlyQwZaCVCFC5s2vg33/s2iMZRfPyPp+qlghVQAx2HXkupJZRIqhkAFpKzDTzE4ysypgEbAx8wEzmwesIRGMPizgWEpSVgDqitHR1TPgevJUUIrHnY6uHj7qiOIO+zu7WXLutHSHhsyrJFJdwSPdMVXYiUhgFCwguXsMuBnYDLwFPOnuO83sLjNrTD62EqgHNpjZa2a2cZC3G3f6N0ld+kgLHdEYkydWp9Nr61/5PV09vXR2xejq6aUjGuPbP3uDU7+ziW//7A06ozFuOO8kdt1zKWuunc9RtZXpYoVQyKirCg8oFdfFeiJSLOrUEFCHagW04Ef/Q+OcqXz38tOI9sa5bcN21i1pyN1xYUkDs5o3D+i+kKIuDCIyBope9i0j0L/LNvRdEQHwjYtmEAdivc5jXz0bM3LvB1VX9P05x96QrmQWkaBQ66CAGqwV0PsHIoRDxvTJdYSMdIpu3x+7cj7/h48Ppv+svSERCTIFpIDK1QoodXnernsWcrCnl2Xr+84Z3bvpbe6/Zk7W8/dfM4f7n9mlvSERKQnaQwqwXPs77s5n3b3U14T57b5OVm9pTV+8d+Xcqdxz5ZnUVlWkWwVVVWpvSESKTntIpa7//k487uyPdHPL+r52QCuumg0kbnLd92mUjyPdzGreki5iqDHT3pCIlAR9UpWQSE8vtyTTdAAv7dnPt/5rO82NZ9DeEWXFVbNZuXkXoAOuIlJ6tIdUQgarvJv5+Xru/eszue+ZXen0nYoYRKTUKCCVkMEq7zq7YtRVV9DeEdUBVxEpWSpqKCGp7g3L1m9L7yE92DSXSbVVmJkOuIpIUKmooRzE454IMNUVfNYd43O1laxdMp+66vCAwKMDriJSypSyC7DEiijK0kcS/exueuRV9n7Sxb//+h32d0bRAkhEyokCUoBF+h1+TVXVLZg1hWXrX6M7FgeDzq6BV1GIiJQaBaQAO1Q/u63vHmBiTWW6E3jmVRQiIqVIASnABquqa/2wM/1v3fQqIuVCASkAMi/i6+jqoTcepzMaY0I4xKqmuVn96VZcNZvNOz5gxVWzWb2lNf0eOggrIqVO5VhFlquUe8VVs3lqWxtNZ5/I5yZUseba+dRXh/m0q4f66jDXn3cSP/31O+lDsNB3EFYVdiJSqvTpVWSJwoVtOdsBLVu/jbVL5vO1R1/Nunhv+SUzWXT2Cby050A6iOkgrIiUOgWkIsjs4j1U4UJddXjA91c938o3Lp7BuusadBBWRMqG9pDGWCpFt/ThxNmi9/ZHDlm48Fk0lvP7B3vi1FeHCSW7eSsYiUipU0AaY5kpuljceeDZ3ay8enbOwoVUGm7gRX1Kz4lI+VHKboz1T9FtfH0vIYN1SxoS7YGiMWqrKrjhL05Op+Em1VUpPSciZU8rpDGW62zRvk+jYBAyY2JNJRWhUFYaLnVRn9JzIlLOFJDGmFJwIiK5KWU3xpSCExHJTQGpCFIpONBVESIiKUrZBUhmC6HOqDp4i8j4ol/PAyJXC6FVTfOYVFeldJ6IjAtaIQVE//NJ6uAtIuONAtIw9U+v9fbGR5RuG6yFkDp4i8h4oYA0DP3b//zbC3uyXi99eOgL8/oHtEg0991HkW6tkERkfFBAGob+6bUFs6ZwyxOv5Z1u6x/Qlj7cQm88PuDuI51PEpHxREUNw9A/vZbqzJ3pUOm2XFdO/N1jv+Ffr2/Q+SQRGbe0QhqG/u1/Up25Mx0q3TbYflFNZYVaBInIuKWANAz92/9s3vEBDy7KP92Wq5+d9otEZLwz99I6fNnQ0OAtLS3FHkbWJXuR7l4mhEMcjMXzSrfpzJGIjDN5fbAVNCCZ2ULgQaACeMjdf9Dv++cDPwJmA4vc/T+Hes+gBKTDNZIAJiJS4vL6cCtYys7MKoDVwKXA6UCTmZ3e77H3gOuBxws1jiDIVVV3INKTCELaLxIRAQq7h3QW0Orue9y9G3gCuCLzAXd/1923A/ECjmPUHW7POXVhEBEZWiED0rHA+xmv25JfK2m5VjtDHYJVFwYRkaEVMiDlykENa8PKzG4ysxYza2lvbx/hsEZmOKsdVdWJiAytkAGpDTg+4/VxwN7hvJG7r3X3BndvmDx58qgMbriGs9rRLbEiIkMrZKeGrcBMMzsJ+AOwCPhKAf97YyK12kl1WYC+1c5gl+3pllgRkaEVbIXk7jHgZmAz8BbwpLvvNLO7zKwRwMz+zMzagKuBNWa2s1DjGS3DXe2kbolVVZ2ISG46GDsM/c8UabUjInJIeX1AqrnqMKRWO8CgaToRETk847aX3eGeJRIRkcIal7/eq5eciEjwjMsVkjoniIgEz7gMSOqcICISPOMyIKlzgohI8IzLgKTOCSIiwTMuixrUOUFEJHjGZUACnSUSEQmacZmyExGR4FFAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQFBAEhGRQDB3L/YYDouZtQO/L/Y4SszRwEfFHkSJ0xyODs3jyJXiHH7k7guHeqjkApIcPjNrcfeGYo+jlGkOR4fmceTKeQ6VshMRkUBQQBIRkUBQQBof1hZ7AGVAczg6NI8jV7ZzqD0kEREJBK2QREQkEBSQyoiZLTSzXWbWama35/j+cjN708y2m9lzZnZiMcYZZEPNYcZzf2NmbmZlWe00EvnMoZldk/xZ3Glmj4/1GIMuj7/LJ5jZFjPblvz7fFkxxjnalLIrE2ZWAewGvgi0AVuBJnd/M+OZi4BX3D1iZl8HLnT3LxdlwAGUzxwmn5sI/AKoAm5295axHmtQ5flzOBN4ErjY3T82s2Pc/cOiDDiA8pzDtcA2d/+xmZ0OPO3u04ox3tGkFVL5OAtodfc97t4NPAFckfmAu29x90jy5cvAcWM8xqAbcg6T7gZ+CHSN5eBKRD5zuBRY7e4fAygYDZDPHDpwRPLPfwLsHcPxFYwCUvk4Fng/43Vb8muDuRHYVNARlZ4h59DM5gHHu/t/j+XASkg+P4enAKeY2Ytm9rKZDXmCf5zJZw6bgcVm1gY8DfzD2AytsMLFHoCMGsvxtZz5WDNbDDQAFxR0RKXnkHNoZiHgX4Drx2pAJSifn8MwMBO4kMQq/QUzm+XunxR4bKUinzlsAn7q7veb2TnAo8k5jBd+eIWjFVL5aAOOz3h9HDmW8WZ2CXAn0Oju0TEaW6kYag4nArOAX5nZu8CfAxtV2JAln5/DNuDn7t7j7u8Au0gEKEnIZw5vJLEPh7u/BNSQ6HFX0hSQysdWYKaZnWRmVcAiYGPmA8l00xoSwUh5+4EOOYfu/kd3P9rdpyU3kF8mMZcqaugz5M8h8BRwEYCZHU0ihbdnTEcZbPnM4XvAXwKY2WkkAlL7mI6yABSQyoS7x4Cbgc3AW8CT7r7TzO4ys8bkYyuBemCDmb1mZv1/yMe1POdQDiHPOdwM7DezN4EtwG3uvr84Iw6ePOfwH4GlZvY6sB643sugZFpl3yIiEghaIYmISCAoIImISCAoIImISCAoIImISCAoIImISCAoIIkUgJkdaWZ/X+xxiJQSBSSRwjgSUEASOQwKSCKF8QNgevIA8kozu83MtibvrvlnADObZmZvm9lDZrbDzP7DzC5JNh39rZmdlXyu2cweNbPnk19fWtT/M5ECUUASKYzbgd+5+1zgWRK92s4C5gLzzez85HMzgAeB2cAXgK8A5wG3AndkvN9s4HLgHOCfzGzqWPxPiIwlBSSRwvur5D/bgN+QCDypZqLvuPsbyS7NO4Hnki1g3gCmZbzHz939oLt/RKLdzlljNXiRsaLrJ0QKz4B73X1N1hfNpgGZHdfjGa/jZP/97N/jSz2/pOxohSRSGB0krquARJPMG8ysHsDMjjWzYw7z/a4wsxozm0TiHqGtozZSkYDQCkmkANx9f7I4YQeJm3kfB14yM4BOYDHQexhv+X/AL4ATgLvdvSyurBbJpG7fIgFnZs1Ap7vfV+yxiBSSUnYiIhIIWiGJiEggaIUkIiKBoIAkIiKBoIAkIiKBoIAkIiKBoIAkIiKBoIAkIiKB8P8AFLm8+Y4hAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot of only the highly correlated pairs\n",
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data, size=6, x_vars=cols[i],y_vars=cols[j] )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上述的热图和坐标图可看出\n",
    "\n",
    "强线性相关：\n",
    "\n",
    "1、气温和体感温度的相关性达到1，基本属于完全相关类型，之前的分析得到了验证，为了避免重复，在实际训练需剔除其中一个属性\n",
    "\n",
    "2、注册用户数和租车数量的相关性达到0.93，相关性很强，也验证了对数据的分析，在实际生活中，用户既然进行了注册，则使用共享单车的几率就更高了，根据数据表也可以发现，租用单车的数量等于注册用户和非注册用户之和\n",
    "\n",
    "3、季节和月份也表现出了很强的相关性，达到0.83，可能是月份的信息包含了季节，如12-3月份属于春季，3-6月份属于夏季，6-9月份属于秋季，9-12月份属于冬季\n",
    "\n",
    "4、气温与输出值cnt的相关性散点图 和 体感温度与输出值cnt的相关性散点图 基本一致，是因为这两个特征完全相关\n",
    "\n",
    "弱线性相关：\n",
    "\n",
    "从热图中可以看出，和真值y（cnt）相关性特别差的有两个属性，分别是星期中的哪天（0.0044）和湿度（0.0019），猜测一星期分为7天，但对于使用单车的数量来说，周一至周五可能使用量和周末的使用量会有所差别，但周一到周五之间的五天可能差别不是很明显，所以导致了相关性比较差。另一方面，只要不是特殊情况，湿度是人们平时在户外不那么关注的一个指标，所以对是否租借共享单车可能没有直接联系。还有另一种可能，就是这两个属性虽然线性相关性较弱，但可能存在其他的非线性相关"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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